{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "be8b4981",
   "metadata": {},
   "source": [
    "# 数据准备-liepin-PM"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cf22335a",
   "metadata": {},
   "source": [
    "## 请求页面准备\n",
    "> 1. 找到页面的数据API接口\n",
    "> 2. 提供正确的用户请求酬载（payload）\n",
    "> 3. 准备请求的headers，增加cookie信息（用户登录之后的cookie），保证数据的合理性\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "e2c79de4",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "请输入你要查询的职位：前端开发\r\n"
     ]
    }
   ],
   "source": [
    "用户输入职位 = input(\"请输入你要查询的职位：\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "c6f6861b",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'flag': 1, 'data': {'data': {'compList': [], 'jobCardList': [{'dataInfo': '%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2258280991%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'dataParams': '{\"jobId\":\"58280991\",\"userId\":\"004aa3658f4570155d0841e5265bbb1f\",\"imId\":\"d5450b5c3c82e32b5d79fdba0a3967fa\",\"imUserType\":\"2\",\"jobKind\":\"2\",\"recruiterName\":\"梁女士\",\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u.jpg\"}', 'job': {'labels': ['前端开发', 'ElementUI', 'uni-app', '后端开发', 'HTML', 'HTML5'], 'jobId': '58280991', 'requireEduLevel': '统招本科', 'refreshTime': '20230531134003', 'requireWorkYears': '1-3年', 'topJob': False, 'title': '初级前端开发工程师', 'jobKind': '2', 'salary': '4-6k',\r\n"
     ]
    }
   ],
   "source": [
    "import requests\n",
    "import json\n",
    "\n",
    "url = \"https://apic.liepin.com/api/com.liepin.searchfront4c.pc-search-job\"\n",
    "payload = {\n",
    "    \"data\": {\n",
    "        \"mainSearchPcConditionForm\": {\n",
    "            \"city\": \"050020\",\n",
    "            \"dq\": \"050020\",\n",
    "            \"pubTime\": \"\",\n",
    "            \"currentPage\": 0,\n",
    "            \"pageSize\": 40,\n",
    "            \"key\": 用户输入职位,\n",
    "            \"suggestTag\": \"\",\n",
    "            \"workYearCode\": \"0\",\n",
    "            \"compId\": \"\",\n",
    "            \"compName\": \"\",\n",
    "            \"compTag\": \"\",\n",
    "            \"industry\": \"\",\n",
    "            \"salary\": \"\",\n",
    "            \"jobKind\": \"\",\n",
    "            \"compScale\": \"\",\n",
    "            \"compKind\": \"\",\n",
    "            \"compStage\": \"\",\n",
    "            \"eduLevel\": \"\"\n",
    "        },\n",
    "        \"passThroughForm\": {\n",
    "            \"scene\": \"input\",\n",
    "            \"skId\": \"\",\n",
    "            \"fkId\": \"\",\n",
    "            \"ckId\": \"h2c8pxojavrmo1w785z7ueih2ybfpux8\",\n",
    "            \"suggest\": None\n",
    "        }\n",
    "    }\n",
    "}\n",
    "\n",
    "# set the headers\n",
    "headers = {\n",
    "    'Accept': 'application/json, text/plain, */*',\n",
    "    'Accept-Encoding': 'gzip, deflate, br',\n",
    "    'Accept-Language': 'zh-CN,zh;q=0.9',\n",
    "    'Cache-Control': 'no-cache',\n",
    "    'Connection': 'keep-alive',\n",
    "    'Content-Length': '412',\n",
    "    'Content-Type': 'application/json;charset=UTF-8;',\n",
    "    'Cookie':'inited_user=daf7251f92024e8969feb28b0e9ad34c; __gc_id=0baa2ddaa7774d8fba2b9c2c3d8ba166; __uuid=1670205465393.76; XSRF-TOKEN=XMz5EHIASaeNsiKARaDj0g; _ga=GA1.1.1094788215.1685529645; __tlog=1685529652687.84%7C00000000%7C00000000%7C00000000%7C00000000; Hm_lvt_a2647413544f5a04f00da7eee0d5e200=1685529653; acw_tc=276077ce16855296532255003e6b8997d19c6391bf98b9112b34575fce6981; access_system=C; user_roles=0; user_photo=5f8fa3a679c7cc70efbf444e08u.png; user_name=%E8%AE%B8%E6%99%BA%E8%B6%85; need_bind_tel=false; new_user=false; c_flag=fa43f4d55f3df63a96a7b4f194e214d4; inited_user=daf7251f92024e8969feb28b0e9ad34c; imId=c5f9b89f8466dffe6882ca1e5431db9c; imId_0=c5f9b89f8466dffe6882ca1e5431db9c; imClientId=c5f9b89f8466dffeb1921abcfab3aed0; imClientId_0=c5f9b89f8466dffeb1921abcfab3aed0; imApp_0=1; UniqueKey=95507c72a8d5ae141a667e00ad0d9493; liepin_login_valid=0; lt_auth=v%2BcIPHQGxlzxtXfR3zQN4vociI39UWvIpX8EhE0Ahoe%2BCqG04PngSwOGq7EExAMhkRggdMULN7j7MOv%2FyndL7kUVwGqnl4CyvOW92GECSuBcN8W2vezHl8zRQpQcl0AC8nFbtkIL%2BQ%3D%3D; __session_seq=11; __uv_seq=11; Hm_lpvt_a2647413544f5a04f00da7eee0d5e200=1685531395; fe_im_socketSequence_new_0=8_7_7; fe_im_connectJson_0=%7B%220_95507c72a8d5ae141a667e00ad0d9493%22%3A%7B%22socketConnect%22%3A%222%22%2C%22connectDomain%22%3A%22liepin.com%22%7D%7D; fe_im_opened_pages=; _ga_54YTJKWN86=GS1.1.1685529644.1.1.1685531410.0.0.0',\n",
    "    'Host': 'apic.liepin.com',\n",
    "    'Origin': 'https://www.liepin.com',\n",
    "    'Pragma': 'no-cache',\n",
    "    'Referer': 'https://www.liepin.com/',\n",
    "    'sec-ch-ua': '\"Google Chrome\";v=\"111\", \"Not(A:Brand\";v=\"8\", \"Chromium\";v=\"111\"',\n",
    "    'sec-ch-ua-mobile': '?0',\n",
    "    'sec-ch-ua-platform': '\"macOS\"',\n",
    "    'Sec-Fetch-Dest': 'empty',\n",
    "    'Sec-Fetch-Mode': 'cors',\n",
    "    'Sec-Fetch-Site': 'same-site',\n",
    "    'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/105.0.0.0 Safari/537.36',\n",
    "    'X-Client-Type': 'web',\n",
    "    'X-Fscp-Bi-Stat': '{\"location\": \"https://www.liepin.com/zhaopin/?inputFrom=www_index&workYearCode=0&key=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&scene=input&ckId=htihov8m2frxgy6ywo2wsg2gncnydzlb&dq=\"}',\n",
    "    'X-Fscp-Fe-Version': '',\n",
    "    'X-Fscp-Std-Info': '{\"client_id\": \"40108\"}',\n",
    "    'X-Fscp-Trace-Id': 'fea335b6-f4a4-42fd-9bd8-6fe41ffec413',\n",
    "    'X-Fscp-Version': '1.1',\n",
    "    'X-Requested-With': 'XMLHttpRequest',\n",
    "    'X-XSRF-TOKEN': 'XMz5EHIASaeNsiKARaDj0g'\n",
    "}\n",
    "\n",
    "# send a POST request with headers\n",
    "r = requests.post(url, data=json.dumps(payload), headers=headers)\n",
    "\n",
    "# extract the JSON data from the response\n",
    "response_data = r.json()\n",
    "\n",
    "# example: print the number of job postings returned\n",
    "print(response_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "2619b0b2",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "import math"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "eeef97f7",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "20"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 向上取整\n",
    "page = math.ceil(response_data['data']['pagination']['totalCounts']/40)\n",
    "page"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "9bd13395",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "15.025"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "601/40"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "9e5801c8",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "16"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "math.ceil(601/40)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "00d5fcb6",
   "metadata": {},
   "source": [
    "## 翻页获取数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "43043d51",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'flag': 1, 'data': {'data': {'jobCardList': [{'dataParams': '{\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u.jpg\",\"jobId\":\"58280991\",\"recruiterName\":\"梁女士\",\"jobKind\":\"2\",\"imId\":\"d5450b5c3c82e32b5d79fdba0a3967fa\",\"imUserType\":\"2\",\"userId\":\"004aa3658f4570155d0841e5265bbb1f\"}', 'recruiter': {'recruiterPhoto': '5f8f986779c7cc70efbf36c008u.jpg', 'recruiterName': '梁女士', 'recruiterTitle': 'HRBP', 'chatted': False, 'imId': 'd5450b5c3c82e32b5d79fdba0a3967fa', 'imUserType': '2', 'recruiterId': '004aa3658f4570155d0841e5265bbb1f'}, 'comp': {'compScale': '100-499人', 'compLogo': '5de4de98cd52473b94ead5d507u.jpg', 'compName': '蚁米控股有限公司', 'compId': 10269839, 'compIndustry': '区块链', 'link': 'https://www.liepin.com/company/10269839/'}, 'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2258280991%22%2C%\r\n",
      "{'flag': 1, 'data': {'data': {'jobCardList': [{'dataParams': '{\"recruiterPhoto\":\"5f8f9866dfb13a7dee342f1808u.jpg\",\"jobId\":\"58363809\",\"recruiterName\":\"李女士\",\"jobKind\":\"2\",\"imId\":\"1379739d6252f3a844028f553778c6e1\",\"imUserType\":\"2\",\"userId\":\"3c4d75594a919eebdc69e1b9d7ce6599\"}', 'recruiter': {'recruiterPhoto': '5f8f9866dfb13a7dee342f1808u.jpg', 'recruiterName': '李女士', 'recruiterTitle': 'hr', 'chatted': False, 'imId': '1379739d6252f3a844028f553778c6e1', 'imUserType': '2', 'recruiterId': '3c4d75594a919eebdc69e1b9d7ce6599'}, 'comp': {'compScale': '100-499人', 'compLogo': '5eeafd6b543a971969d63f7906u.jpg', 'compName': '广州市大郎实业有限公司', 'compId': 12275141, 'compIndustry': '家具/家居', 'link': 'https://www.liepin.com/company/12275141/'}, 'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2258363809%22%\r\n",
      "{'flag': 1, 'data': {'data': {'compList': [], 'jobCardList': [{'job': {'labels': ['前端开发', 'React', '界面开发', 'Vue', '模块开发', 'jQuery', '架构设计', 'Ember', 'Angular', 'CSS'], 'refreshTime': '20221009225357', 'jobId': '47248415', 'salary': '15-30k·16薪', 'dq': '广州', 'jobKind': '2', 'title': 'web前端开发工程师', 'topJob': False, 'pcOuterLink': '', 'h5OuterLink': '', 'link': 'https://www.liepin.com/job/1947248415.shtml', 'requireEduLevel': '本科', 'requireWorkYears': '经验不限', 'advViewFlag': False, 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=2&d_pageSize=40&d_headId=null&d_posi=0&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=2&pageSize=40&index=0'}, 'recruiter': {'recruiterName': '吴先生', 'recruiterTitle': '负责人', 'chatted': False, 'recruiterId': 'de4613ebecf2f45dd627e65d94613e3b', 'imId': '75f49d3ebef66b04a8f5ce52e9265bac', 'imUserType': '2', 'recruiterPhoto': '5f8f986c79c7cc70efbf36c808u.jpg'}, 'comp\r\n",
      "{'flag': 1, 'data': {'data': {'jobCardList': [{'job': {'labels': ['javascript', 'css', 'react', 'vue', 'html', 'git', '小程序'], 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=3&d_pageSize=40&d_headId=null&d_posi=0&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=3&pageSize=40&index=0', 'requireWorkYears': '3-5年', 'title': '前端开发工程师', 'refreshTime': '20230509171330', 'jobKind': '2', 'jobId': '38578311', 'topJob': False, 'salary': '10-18k', 'dq': '广州', 'advViewFlag': False, 'pcOuterLink': '', 'h5OuterLink': '', 'link': 'https://www.liepin.com/job/1938578311.shtml', 'requireEduLevel': '大专'}, 'recruiter': {'recruiterPhoto': '5f8f9866dfb13a7dee342f1808u.jpg', 'chatted': False, 'imId': '511cb9a85916a6c6c051c4e7ef49e137', 'imUserType': '2', 'recruiterId': 'fd19d5f352784ecb89f25b7f24a569a6', 'recruiterName': '丁女士', 'recruiterTitle': '顾问(C)'}, 'comp': {'compScale': '50-99人', 'compId': 9287730, '\r\n",
      "{'flag': 1, 'data': {'data': {'jobCardList': [{'job': {'labels': ['前端开发', 'HTML5', 'Javascript', 'CSS', 'ElementUI', 'React', '功能开发', '框架设计', 'EasyUI', 'Weex'], 'title': 'WEB前端开发工程师', 'topJob': False, 'refreshTime': '20230529132632', 'advViewFlag': False, 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=4&d_pageSize=40&d_headId=null&d_posi=0&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=4&pageSize=40&index=0', 'jobKind': '2', 'salary': '10-20k·13薪', 'dq': '广州-增城区', 'requireWorkYears': '3-5年', 'jobId': '56540585', 'link': 'https://www.liepin.com/job/1956540585.shtml', 'pcOuterLink': '', 'h5OuterLink': '', 'requireEduLevel': '本科'}, 'recruiter': {'imId': '32a273a6b5e0227ad074c6a193f07d79', 'imUserType': '2', 'recruiterName': '禤先生', 'recruiterTitle': '开发经理', 'recruiterId': 'e2c94f2ad324a721036c823e83ed096c', 'chatted': False, 'recruiterPhoto': '5f8f986bdfb13a7dee342f2108u.jpg'}, 'comp':\r\n",
      "{'flag': 1, 'data': {'data': {'compList': [], 'jobCardList': [{'job': {'labels': ['Web开发', '前端开发', '界面开发'], 'jobId': '49950515', 'jobKind': '2', 'refreshTime': '20230515162537', 'topJob': False, 'requireEduLevel': '统招本科', 'salary': '15-20k·13薪', 'dq': '广州-番禺区', 'title': '前端开发工程师', 'pcOuterLink': '', 'h5OuterLink': '', 'link': 'https://www.liepin.com/job/1949950515.shtml', 'advViewFlag': False, 'requireWorkYears': '3-5年', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=5&d_pageSize=40&d_headId=null&d_posi=0&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=5&pageSize=40&index=0'}, 'recruiter': {'imId': '788ad4c44fc46bc0ac4acac916df0e35', 'imUserType': '2', 'recruiterName': '何女士', 'recruiterTitle': '招聘者', 'chatted': False, 'recruiterId': 'a420e7b8656078a5fda650f26cc8a64e', 'recruiterPhoto': '5f8f986779c7cc70efbf36c008u.jpg'}, 'comp': {'compId': 8306654, 'compScale': '100-499人', 'compLogo\r\n",
      "{'flag': 1, 'data': {'data': {'jobCardList': [{'job': {'labels': ['Node.js', 'ElementUI', 'Vue', 'Ant Design', 'React', 'Electron', '系统开发'], 'refreshTime': '20221117105912', 'jobKind': '2', 'salary': '8-10k', 'dq': '广州', 'jobId': '54033053', 'advViewFlag': False, 'topJob': False, 'title': '前端开发（学历学信网可查）', 'link': 'https://www.liepin.com/job/1954033053.shtml', 'pcOuterLink': '', 'h5OuterLink': '', 'requireWorkYears': '1-3年', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=6&d_pageSize=40&d_headId=null&d_posi=0&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=6&pageSize=40&index=0', 'requireEduLevel': '大专'}, 'recruiter': {'recruiterName': '李先生', 'recruiterTitle': '招聘经理', 'imId': 'fe3ebc9ea675aeaf8d1ff84e0a6c6898', 'imUserType': '2', 'chatted': False, 'recruiterId': '8b830d8ae6201c5384c3ec9985f70200', 'recruiterPhoto': '56a97fab45ce2797ac3ddbb306a.png'}, 'comp': {'compId': 8092060, 'comp\r\n",
      "{'flag': 1, 'data': {'data': {'compList': [], 'jobCardList': [{'job': {'labels': ['javascript', 'css', 'html', 'php'], 'jobKind': '2', 'jobId': '36070439', 'title': 'web前端开发工程师', 'refreshTime': '20210222203452', 'salary': '6-10k', 'dq': '广州-天河区', 'topJob': False, 'link': 'https://www.liepin.com/job/1936070439.shtml', 'pcOuterLink': '', 'h5OuterLink': '', 'requireWorkYears': '经验不限', 'advViewFlag': False, 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=7&d_pageSize=40&d_headId=null&d_posi=0&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=7&pageSize=40&index=0', 'requireEduLevel': '大专'}, 'recruiter': {'imId': '75a93e14f7a511878b0ca3877d009dea', 'imUserType': '2', 'chatted': False, 'recruiterName': '常先生', 'recruiterTitle': '总经理', 'recruiterId': '76356ae788dfe650798bbb5cb41acc69', 'recruiterPhoto': '5f8f98698dbe6273dcf8516008u.jpg'}, 'comp': {'compId': 12207641, 'compLogo': '61b07937d0458\r\n",
      "{'flag': 1, 'data': {'data': {'compList': [], 'jobCardList': [{'job': {'labels': ['前端开发', '后端开发', 'React', 'Vue', '界面开发', '全栈开发', '框架开发', '框架设计', 'Angular', 'ECMAScript 6'], 'jobKind': '2', 'jobId': '54151937', 'title': '前端开发工程师', 'refreshTime': '20221121110659', 'salary': '20-40k', 'dq': '广州', 'topJob': False, 'link': 'https://www.liepin.com/job/1954151937.shtml', 'pcOuterLink': '', 'h5OuterLink': '', 'requireWorkYears': '3-5年', 'advViewFlag': False, 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=8&d_pageSize=40&d_headId=null&d_posi=0&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=8&pageSize=40&index=0', 'requireEduLevel': '本科'}, 'recruiter': {'imId': '705d6897c48190ece030375514342674', 'imUserType': '2', 'chatted': False, 'recruiterName': '谭女士', 'recruiterTitle': '招聘HR', 'recruiterId': '46dee4e93cdbeedd98c5949c12309d76', 'recruiterPhoto': '5f8f9866dfb13a7dee342f1808u.jpg'}, 'comp\r\n",
      "{'flag': 1, 'data': {'data': {'compList': [], 'jobCardList': [{'job': {'labels': ['技术支持', '架构设计'], 'refreshTime': '20230525022055', 'jobId': '48930741', 'salary': '30-60k', 'dq': '广州-海珠区', 'jobKind': '2', 'title': '前端开发（高级）工程师 - 开发者服务', 'topJob': False, 'pcOuterLink': '', 'h5OuterLink': '', 'link': 'https://www.liepin.com/job/1948930741.shtml', 'requireEduLevel': '本科', 'requireWorkYears': '5-10年', 'advViewFlag': False, 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=9&d_pageSize=40&d_headId=null&d_posi=0&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=9&pageSize=40&index=0'}, 'recruiter': {'recruiterName': '夏女士', 'recruiterTitle': 'HRBP', 'chatted': False, 'recruiterId': 'db2d261eafef06a0e2492a409a541c22', 'imId': 'b465fe533f7a7696c94f4d0c9b7b96ae', 'imUserType': '2', 'recruiterPhoto': '5f8f9863f6d1ab58476f246a08u.jpg'}, 'comp': {'compScale': '10000人以上', 'compStage': '其他', 'compLogo'\r\n",
      "{'flag': 1, 'data': {'data': {'jobCardList': [{'job': {'labels': ['前端开发', 'Vue', 'React', 'HTML', '移动开发', '架构设计', '界面开发'], 'jobKind': '2', 'salary': '18-30k', 'title': '高级前端开发工程师/前端主管', 'dq': '广州-黄埔区', 'jobId': '52052409', 'topJob': False, 'refreshTime': '20220822115319', 'requireWorkYears': '5-10年', 'pcOuterLink': '', 'h5OuterLink': '', 'link': 'https://www.liepin.com/job/1952052409.shtml', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=10&d_pageSize=40&d_headId=null&d_posi=0&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=10&pageSize=40&index=0', 'advViewFlag': False, 'requireEduLevel': '本科'}, 'recruiter': {'recruiterName': '师先生', 'recruiterTitle': '事业部经理', 'recruiterId': '494fae93fc8c9e2f99d13516b3361eda', 'imId': '3ff62759ef9a333d5d79fdba0a3967fa', 'imUserType': '2', 'chatted': False, 'recruiterPhoto': '5f8f986c79c7cc70efbf36c808u.jpg'}, 'comp': {'compId': 7931996, 'compStage': \r\n",
      "{'flag': 1, 'data': {'data': {'jobCardList': [{'job': {'labels': ['前端开发'], 'refreshTime': '20210719123726', 'jobKind': '2', 'salary': '10-15k', 'dq': '广州', 'jobId': '41178349', 'advViewFlag': False, 'topJob': False, 'title': '前端开发经理', 'link': 'https://www.liepin.com/job/1941178349.shtml', 'pcOuterLink': '', 'h5OuterLink': '', 'requireWorkYears': '5-10年', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=11&d_pageSize=40&d_headId=null&d_posi=0&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=11&pageSize=40&index=0', 'requireEduLevel': '本科'}, 'recruiter': {'recruiterName': '杨女士', 'recruiterTitle': 'HR', 'imId': 'fa5ecbf99f78ae692530c42b38a6feab', 'imUserType': '2', 'chatted': False, 'recruiterId': '959cdf27d8c107f551d1d808173cd207', 'recruiterPhoto': '5f8f9863f6d1ab58476f246a08u.jpg'}, 'comp': {'compId': 2683308, 'compScale': '5000-10000人', 'compLogo': '63f6c4677e3d5966c1356dcc04u.png', '\r\n",
      "{'flag': 1, 'data': {'data': {'jobCardList': [{'job': {'labels': ['Electron', 'Node.js', '前端开发', 'Web开发', 'R语言', 'Objective-C', 'C/C++', 'C语言', 'D语言'], 'refreshTime': '20220915152008', 'jobKind': '2', 'salary': '20-35k·13薪', 'dq': '广州-黄埔区', 'jobId': '46839267', 'advViewFlag': False, 'topJob': False, 'title': '高级web前端开发工程师', 'link': 'https://www.liepin.com/job/1946839267.shtml', 'pcOuterLink': '', 'h5OuterLink': '', 'requireWorkYears': '3-5年', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=12&d_pageSize=40&d_headId=null&d_posi=0&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=12&pageSize=40&index=0', 'requireEduLevel': '本科'}, 'recruiter': {'recruiterName': '李女士', 'recruiterTitle': '', 'imId': '83bd95a405750f069f90d580a60de996', 'imUserType': '2', 'chatted': False, 'recruiterId': '5fd12723ff69609938cbda08e8dd1e46', 'recruiterPhoto': '5f8f986779c7cc70efbf36c008u.jpg'}, 'comp': {'compId\r\n",
      "{'flag': 1, 'data': {'data': {'jobCardList': [{'job': {'labels': ['css', 'vue', '小程序', 'javascript', 'git', '前端开发'], 'title': '前端开发', 'topJob': False, 'refreshTime': '20211022164453', 'advViewFlag': False, 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=13&d_pageSize=40&d_headId=null&d_posi=0&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=13&pageSize=40&index=0', 'jobKind': '2', 'salary': '14-18k', 'dq': '广州-越秀区', 'requireWorkYears': '3-5年', 'jobId': '44189235', 'link': 'https://www.liepin.com/job/1944189235.shtml', 'pcOuterLink': '', 'h5OuterLink': '', 'requireEduLevel': '大专'}, 'recruiter': {'imId': '91f3c422ac9788248000f44221d775b3', 'imUserType': '2', 'recruiterName': '马先生', 'recruiterTitle': '总经理', 'recruiterId': '5d596fb8d0570d628c00a69ec3f6b933', 'chatted': False, 'recruiterPhoto': '5f8f986bdfb13a7dee342f2108u.jpg'}, 'comp': {'compId': 12975711, 'compLogo': '61b07937d0458d53c6\r\n",
      "{'flag': 1, 'data': {'data': {'jobCardList': [{'recruiter': {'recruiterName': '吴女士', 'recruiterTitle': '综合部经理', 'imId': 'fa893039b20a2bf0113f2dbe8618484d', 'imUserType': '2', 'chatted': False, 'recruiterPhoto': '5f8f98648dbe6273dcf8515508u.jpg', 'recruiterId': 'bffbcbd143ca05fb59c071a496d76ff0'}, 'comp': {'compStage': '融资未公开', 'compLogo': '61b07937d0458d53c627567e02u.jpg', 'compName': '广州瀚诚电子产品有限公司', 'compId': 9647945, 'compScale': '1-49人', 'link': 'https://www.liepin.com/company/9647945/', 'compIndustry': '电子/半导体/集成电路'}, 'dataInfo': '%7B%22jobId%22%3A%2247113281%22%2C%22as_from%22%3A%22search_prime%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22d_curPage%22%3A%2214%22%2C%22d_pageSize%22%3A%2240%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%2214%22%2C%22jobKind%22%3A%222%22%7D', 'dataParams': '{\"jo\r\n",
      "{'flag': 1, 'data': {'data': {'jobCardList': [{'job': {'labels': ['前端开发', 'css3', 'vue'], 'jobKind': '2', 'title': '前端开发工程师', 'jobId': '33464885', 'refreshTime': '20201114140653', 'requireEduLevel': '本科', 'topJob': False, 'requireWorkYears': '3-5年', 'salary': '15-30k·14薪', 'dq': '广州-番禺区', 'link': 'https://www.liepin.com/job/1933464885.shtml', 'pcOuterLink': '', 'h5OuterLink': '', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=15&d_pageSize=40&d_headId=null&d_posi=0&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=15&pageSize=40&index=0', 'advViewFlag': False}, 'recruiter': {'imId': '96bdd6f8785bcd68a9f0273dd33fa30b', 'imUserType': '2', 'chatted': False, 'recruiterName': '李女士', 'recruiterTitle': '', 'recruiterId': 'f857a84a5fbc60658ea26d4caa562582', 'recruiterPhoto': '5f8f9863f6d1ab58476f246a08u.jpg'}, 'comp': {'compId': 8244054, 'compLogo': '5e72de2a37483e328d5dac9407u.jpg', 'compNam\r\n",
      "{'flag': 1, 'data': {'data': {'compList': [], 'jobCardList': [{'job': {'labels': ['Vue', '前端开发', 'HTML5', 'Javascript', 'CSS'], 'jobId': '52129819', 'jobKind': '2', 'refreshTime': '20221018145748', 'topJob': False, 'requireEduLevel': '统招本科', 'salary': '12-20k·13薪', 'dq': '广州-天河区', 'title': '前端开发工程师', 'pcOuterLink': '', 'h5OuterLink': '', 'link': 'https://www.liepin.com/job/1952129819.shtml', 'advViewFlag': False, 'requireWorkYears': '5-10年', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=16&d_pageSize=40&d_headId=null&d_posi=0&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=16&pageSize=40&index=0'}, 'recruiter': {'imId': 'd9716d2c901632bd5dc837581c2e40a1', 'imUserType': '2', 'recruiterName': '唐先生', 'recruiterTitle': '信息技术部部门副总经理', 'chatted': False, 'recruiterId': 'c73a8a5791f901206c3574435cf583da', 'recruiterPhoto': '5f8f986aea60860b75384fab08u.jpg'}, 'comp': {'compId': 12447389, 'c\r\n",
      "{'flag': 1, 'data': {'data': {'jobCardList': [{'job': {'labels': ['javascript', 'css3', 'vue', 'typescript'], 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=17&d_pageSize=40&d_headId=null&d_posi=0&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=17&pageSize=40&index=0', 'requireWorkYears': '3-5年', 'title': '前端开发工程师', 'refreshTime': '20210831104621', 'jobKind': '2', 'jobId': '42739695', 'topJob': False, 'salary': '8-11k', 'dq': '广州-番禺区', 'advViewFlag': False, 'pcOuterLink': '', 'h5OuterLink': '', 'link': 'https://www.liepin.com/job/1942739695.shtml', 'requireEduLevel': '本科'}, 'recruiter': {'recruiterPhoto': '612c83df7f30cf17c5727d1a03u.png', 'chatted': False, 'imId': '8f5e40da01892224734bd36549bf4f8e', 'imUserType': '2', 'recruiterId': 'e057d6f1ecc4c74b1405e6568e59aac0', 'recruiterName': '张先生', 'recruiterTitle': '副总裁/副总经理'}, 'comp': {'compScale': '1-49人', 'compId': 12912239, 'compLogo\r\n",
      "{'flag': 1, 'data': {'data': {'jobCardList': [{'job': {'labels': ['javascript', 'css3', 'vue', 'html', 'webpack'], 'jobKind': '2', 'title': '高级web前端开发工程师', 'jobId': '43162481', 'refreshTime': '20211118110440', 'requireEduLevel': '统招本科', 'topJob': False, 'requireWorkYears': '3-5年', 'salary': '15-25k·14薪', 'dq': '广州-天河区', 'link': 'https://www.liepin.com/job/1943162481.shtml', 'pcOuterLink': '', 'h5OuterLink': '', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=18&d_pageSize=40&d_headId=null&d_posi=0&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=18&pageSize=40&index=0', 'advViewFlag': False}, 'recruiter': {'imId': '336b9222a0186c053765cd27c612e4ab', 'imUserType': '2', 'chatted': False, 'recruiterName': '陈女士', 'recruiterTitle': 'HR', 'recruiterId': 'd0723cf559543e218443dd013367af71', 'recruiterPhoto': '5f8f986779c7cc70efbf36c008u.jpg'}, 'comp': {'compId': 8905176, 'compStage': '沪深A股上市'\r\n",
      "{'flag': 1, 'data': {'data': {'compList': [], 'jobCardList': [{'job': {'labels': [], 'refreshTime': '20200709145805', 'jobId': '26303223', 'salary': '15-25k', 'dq': '广州', 'jobKind': '2', 'title': '前端开发工程师', 'topJob': False, 'pcOuterLink': '', 'h5OuterLink': '', 'link': 'https://www.liepin.com/job/1926303223.shtml', 'requireEduLevel': '本科', 'requireWorkYears': '3-5年', 'advViewFlag': False, 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=19&d_pageSize=40&d_headId=null&d_posi=0&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=19&pageSize=40&index=0'}, 'recruiter': {'recruiterName': '黎女士', 'recruiterTitle': '招聘HR', 'chatted': False, 'recruiterId': '17d55db962ad153cdad55907a63f8254', 'imId': 'd5cd7b178ed9b014e4cd5c055e1e05ce', 'imUserType': '2', 'recruiterPhoto': '5f8f9865ea60860b75384fa508u.jpg'}, 'comp': {'compScale': '1000-2000人', 'compLogo': '5e84495037483e328d6e380602u.jpg', 'compName\r\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "response_df = []\n",
    "for i in range(page): # 需要判断页面的数据有多少页\n",
    "    payload['data']['mainSearchPcConditionForm']['currentPage']=i\n",
    "    # send a POST request with headers\n",
    "    r = requests.post(url, data=json.dumps(payload), headers=headers)\n",
    "\n",
    "    # extract the JSON data from the response\n",
    "    response_data = r.json()\n",
    "    print(response_data)\n",
    "    df = pd.json_normalize(response_data['data']['data']['jobCardList'])\n",
    "    response_df.append(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "4422f4cf",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[                                           dataParams  \\\n",
       " 0   {\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u...   \n",
       " 1   {\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u...   \n",
       " 2   {\"recruiterPhoto\":\"632c1b32b231a360aab3620f02u...   \n",
       " 3   {\"recruiterPhoto\":\"5f8f986c79c7cc70efbf36c808u...   \n",
       " 4   {\"recruiterPhoto\":\"5f8f986c79c7cc70efbf36c808u...   \n",
       " 5   {\"recruiterPhoto\":\"5f8f986aea60860b75384fab08u...   \n",
       " 6   {\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u...   \n",
       " 7   {\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u...   \n",
       " 8   {\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u...   \n",
       " 9   {\"recruiterPhoto\":\"62edfb044159a47d94f6a39403u...   \n",
       " 10  {\"recruiterPhoto\":\"5f8f986c79c7cc70efbf36c808u...   \n",
       " 11  {\"recruiterPhoto\":\"5f8f9868f6d1ab58476f24a008u...   \n",
       " 12  {\"recruiterPhoto\":\"62ad78bfb7dd7726549e118807u...   \n",
       " 13  {\"recruiterPhoto\":\"61287d7c62e8211de4aa499e03u...   \n",
       " 14  {\"recruiterPhoto\":\"61e7bbb1dd49c92b6055a83c05u...   \n",
       " 15  {\"recruiterPhoto\":\"5f8f986c79c7cc70efbf36c808u...   \n",
       " 16  {\"recruiterPhoto\":\"60d5abbebc2c7d702f05768b03u...   \n",
       " 17  {\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u...   \n",
       " 18  {\"recruiterPhoto\":\"62f06880743dc73cbfd1451002u...   \n",
       " 19  {\"recruiterPhoto\":\"646c471407766f7a864d276d05u...   \n",
       " 20  {\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u...   \n",
       " 21  {\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u...   \n",
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       " 23  {\"recruiterPhoto\":\"5f8f9868f6d1ab58476f24a008u...   \n",
       " 24  {\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u...   \n",
       " 25  {\"recruiterPhoto\":\"6464308b9234763b3202769704u...   \n",
       " 26  {\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u...   \n",
       " 27  {\"recruiterPhoto\":\"5f8f986aea60860b75384fab08u...   \n",
       " 28  {\"recruiterPhoto\":\"5f8f986c79c7cc70efbf36c808u...   \n",
       " 29  {\"recruiterPhoto\":\"5f8f9866dfb13a7dee342f1808u...   \n",
       " 30  {\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u...   \n",
       " 31  {\"recruiterPhoto\":\"5f8f9865ea60860b75384fa508u...   \n",
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       " 33  {\"recruiterPhoto\":\"5f8f9865ea60860b75384fa508u...   \n",
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       " 36  {\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u...   \n",
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       " \n",
       "                                              dataInfo  \\\n",
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       " 39  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " \n",
       "            recruiter.recruiterPhoto recruiter.recruiterName  \\\n",
       " 0   5f8f986779c7cc70efbf36c008u.jpg                     梁女士   \n",
       " 1   5f8f9863f6d1ab58476f246a08u.jpg                     薛女士   \n",
       " 2   632c1b32b231a360aab3620f02u.png                     丘先生   \n",
       " 3   5f8f986c79c7cc70efbf36c808u.jpg                     李先生   \n",
       " 4   5f8f986c79c7cc70efbf36c808u.jpg                     李先生   \n",
       " 5   5f8f986aea60860b75384fab08u.jpg                     梁先生   \n",
       " 6   5f8f98648dbe6273dcf8515508u.jpg                     郭女士   \n",
       " 7   5f8f9863f6d1ab58476f246a08u.jpg                     吴女士   \n",
       " 8   5f8f9863f6d1ab58476f246a08u.jpg                     马女士   \n",
       " 9   62edfb044159a47d94f6a39403u.png                     李先生   \n",
       " 10  5f8f986c79c7cc70efbf36c808u.jpg                     官先生   \n",
       " 11  5f8f9868f6d1ab58476f24a008u.jpg                     周先生   \n",
       " 12  62ad78bfb7dd7726549e118807u.png                     吕女士   \n",
       " 13  61287d7c62e8211de4aa499e03u.png                     胡先生   \n",
       " 14  61e7bbb1dd49c92b6055a83c05u.png                     金女士   \n",
       " 15  5f8f986c79c7cc70efbf36c808u.jpg                     张先生   \n",
       " 16  60d5abbebc2c7d702f05768b03u.jpg                     王女士   \n",
       " 17  5f8f986779c7cc70efbf36c008u.jpg                     梁女士   \n",
       " 18  62f06880743dc73cbfd1451002u.png                     王女士   \n",
       " 19  646c471407766f7a864d276d05u.png                     陶先生   \n",
       " 20  5f8f9863f6d1ab58476f246a08u.jpg                     郭女士   \n",
       " 21  5f8f986779c7cc70efbf36c008u.jpg                     张女士   \n",
       " 22  5f8f9866dfb13a7dee342f1808u.jpg                     丁女士   \n",
       " 23  5f8f9868f6d1ab58476f24a008u.jpg                     郑先生   \n",
       " 24  5f8f9863f6d1ab58476f246a08u.jpg                     王女士   \n",
       " 25  6464308b9234763b3202769704u.png                     潘女士   \n",
       " 26  5f8f986779c7cc70efbf36c008u.jpg                     刘女士   \n",
       " 27  5f8f986aea60860b75384fab08u.jpg                     李先生   \n",
       " 28  5f8f986c79c7cc70efbf36c808u.jpg                     董先生   \n",
       " 29  5f8f9866dfb13a7dee342f1808u.jpg                     曹女士   \n",
       " 30  5f8f986779c7cc70efbf36c008u.jpg                     刘女士   \n",
       " 31  5f8f9865ea60860b75384fa508u.jpg                     段女士   \n",
       " 32  5f8f9866dfb13a7dee342f1808u.jpg                     梁女士   \n",
       " 33  5f8f9865ea60860b75384fa508u.jpg                     庞女士   \n",
       " 34  5f8f986c79c7cc70efbf36c808u.jpg                     罗先生   \n",
       " 35  5f8f986779c7cc70efbf36c008u.jpg                     陈女士   \n",
       " 36  5f8f986779c7cc70efbf36c008u.jpg                     彭女士   \n",
       " 37  5f8f9863f6d1ab58476f246a08u.jpg                     刘女士   \n",
       " 38  6010dd5f5ed8572cdaf1fad101u.png                     许女士   \n",
       " 39  5f8f9865ea60860b75384fa508u.jpg                     宋女士   \n",
       " \n",
       "       recruiter.recruiterTitle  recruiter.chatted  \\\n",
       " 0                         HRBP              False   \n",
       " 1                           人事              False   \n",
       " 2                                           False   \n",
       " 3                                           False   \n",
       " 4                                           False   \n",
       " 5                        招聘负责人              False   \n",
       " 6                         人事主管              False   \n",
       " 7                           HR              False   \n",
       " 8                                           False   \n",
       " 9                         人事主管              False   \n",
       " 10                          招聘              False   \n",
       " 11                                          False   \n",
       " 12                       招聘负责人              False   \n",
       " 13                         创始人              False   \n",
       " 14                        招聘专员              False   \n",
       " 15                          总监              False   \n",
       " 16                        猎头顾问              False   \n",
       " 17                        HRBP              False   \n",
       " 18                  consultant              False   \n",
       " 19                         总经理              False   \n",
       " 20                        人事专员              False   \n",
       " 21                        招聘专员              False   \n",
       " 22                                          False   \n",
       " 23                         HRM              False   \n",
       " 24                      人力资源主管              False   \n",
       " 25                        高级招聘              False   \n",
       " 26                        前端开发              False   \n",
       " 27                        咨询经理              False   \n",
       " 28                      人力资源总监              False   \n",
       " 29                                          False   \n",
       " 30                                          False   \n",
       " 31  Talent Acquisition Manager              False   \n",
       " 32                          HR              False   \n",
       " 33                        招聘主管              False   \n",
       " 34                        人事专员              False   \n",
       " 35                          HR              False   \n",
       " 36                      高级招聘专员              False   \n",
       " 37                        招聘顾问              False   \n",
       " 38                        猎头顾问              False   \n",
       " 39                        招聘主管              False   \n",
       " \n",
       "                       recruiter.imId recruiter.imUserType  \\\n",
       " 0   d5450b5c3c82e32b5d79fdba0a3967fa                    2   \n",
       " 1   fe8c0221b3aeb6a20f3a35e5419a4a05                    2   \n",
       " 2   bfdae2ccf3d0793dc113e61f65e6c038                    2   \n",
       " 3   97dc07774505884cc15a5e4f528462cc                    2   \n",
       " 4   97dc07774505884cc15a5e4f528462cc                    2   \n",
       " 5   d51d96e241984564ff5aa8e531f3e699                    2   \n",
       " 6   2f4c95d4bdf515a40b56c92c19a179cf                    2   \n",
       " 7   41bbb7c56efb0385e3a362ce23913155                    2   \n",
       " 8   763d76a46a9748d19ccf3dc45f6d7696                    2   \n",
       " 9   92fbf348cea0390b940b11b3bfc894fa                    2   \n",
       " 10  8f970cc1c94949827e36f3a11c63db43                    2   \n",
       " 11  4c4cc139b6f7e2a39b730e23f2bd8f83                    2   \n",
       " 12  833484f6e580ba4ef7d8b7d889eac294                    2   \n",
       " 13  c7bfd761a1c506b01d908bf5ceb6b06c                    2   \n",
       " 14  f8ea3c1ab2e34695f9f00bb5e6215a71                    2   \n",
       " 15  ea55826deb275119fd548c6604fc8597                    2   \n",
       " 16  dbc02635078f8c6d97cd4b0530f9e3f9                    2   \n",
       " 17  d5450b5c3c82e32b5d79fdba0a3967fa                    2   \n",
       " 18  9d4244d5e4777e9a966d2c65245014c5                    2   \n",
       " 19  13328d71feca015418250961d28776f8                    2   \n",
       " 20  3ddffb5842aad3c6fdb07c5a03f49b8b                    2   \n",
       " 21  8d667f43917c4c8aa8f5ce52e9265bac                    2   \n",
       " 22  bc9742053ea4d750e950a599d250d4ad                    2   \n",
       " 23  ecb69f58b8af2fa07bed4a56d1662c8b                    2   \n",
       " 24  84f23ef4e086e16848a9b17aa99e4079                    2   \n",
       " 25  e082aeb23db0e344ccf79dbc9e75a66a                    2   \n",
       " 26  da50eedb1f698bcaaf9af2c576e9df0e                    2   \n",
       " 27  c820b8b2db3b65aeca7d983289049bef                    2   \n",
       " 28  c4f59ed15839a53cdfb6df235db455f2                    2   \n",
       " 29  75cf1bce248feaddc11b56b08ecdb770                    2   \n",
       " 30  e2e995976fa2dbbcc52f9b61f06f5eed                    2   \n",
       " 31  9828c7ec3e75cbb7ff86eb5f1c63f723                    2   \n",
       " 32  f1406f0e7c8147f7c051c4e7ef49e137                    2   \n",
       " 33  3bc8856f5dc8271571de52c3bc0b6279                    2   \n",
       " 34  b32895643bfafaeaf77df6e86e888e56                    2   \n",
       " 35  ea64a8ec094ee541ac4acac916df0e35                    2   \n",
       " 36  24aa44d226b3229510eee5f74aeb3ab8                    2   \n",
       " 37  ab7cd8c7ac5e63b466ce88607322b750                    2   \n",
       " 38  362969f3f73076aca79528f6dd52f0e8                    2   \n",
       " 39  5962b232b9894690ff86eb5f1c63f723                    2   \n",
       " \n",
       "                recruiter.recruiterId comp.compScale  ...  job.salary  job.dq  \\\n",
       " 0   004aa3658f4570155d0841e5265bbb1f       100-499人  ...        4-6k      广州   \n",
       " 1   cc6da5cf9b8ff9923c8c22cac5907faf          1-49人  ...  10-15k·13薪  广州-海珠区   \n",
       " 2   3011f8bd93ff2f4ac6dfb1aba0dd34db       500-999人  ...  15-25k·15薪  广州-黄埔区   \n",
       " 3   613a55839fd84e87e5e218426ff50db6                 ...  15-22k·13薪  广州-天河区   \n",
       " 4   613a55839fd84e87e5e218426ff50db6                 ...  15-22k·13薪  广州-番禺区   \n",
       " 5   b0e88c97890f648b86da3c23aab72c05       500-999人  ...      10-15k  广州-天河区   \n",
       " 6   3c7ef0485a0ee52624bdaec3ec24d2e0         50-99人  ...   7-15k·13薪  广州-天河区   \n",
       " 7   261f1a47daf322ef918568d637aec876       10000人以上  ...  15-25k·14薪  广州-天河区   \n",
       " 8   bb5ea95f7e8d9ce4e9fd7e11b3fef30f       500-999人  ...        薪资面议  广州-天河区   \n",
       " 9   cbfa724c3dafe7ccf35b07df52e1e61c       100-499人  ...       8-12k  广州-海珠区   \n",
       " 10  51d5a980bedc949d7e566c43d2134f8a       500-999人  ...  13-20k·13薪      广州   \n",
       " 11  991484d082882dcd7dfc37136db8b42f     1000-2000人  ...      15-30k  广州-越秀区   \n",
       " 12  1f5aa614ab2193b007150c17457fd783       100-499人  ...      10-15k      广州   \n",
       " 13  a231fc7dedf238579393d0ba1c739eaf          1-49人  ...      15-23k      广州   \n",
       " 14  8df1dfe33451caecd63c095f72c0a189     2000-5000人  ...      12-20k      广州   \n",
       " 15  2b647a7d69280ed72a80afdd68c1a96c     1000-2000人  ...       8-18k  广州-黄埔区   \n",
       " 16  8c4538e0d8ce8fbc22440f02543d1d45       100-499人  ...  25-35k·13薪      广州   \n",
       " 17  004aa3658f4570155d0841e5265bbb1f       100-499人  ...  15-25k·13薪      广州   \n",
       " 18  d1af617206fc790c3c7022caa9ba54ee    5000-10000人  ...  25-30k·14薪  广州-天河区   \n",
       " 19  3e2af1196d60c801661d4f8c1a4ea24c       100-499人  ...       8-12k      广州   \n",
       " 20  a5824b6b3a5c4b983e41e1650a09409d       100-499人  ...      14-15k  广州-番禺区   \n",
       " 21  10088e8a09e7f838d345e690a412ac49       10000人以上  ...  13-21k·13薪  广州-黄埔区   \n",
       " 22  b77eccadc397b35818ccf3f6c61f8ad8       10000人以上  ...      15-30k  广州-天河区   \n",
       " 23  71e39b9fa38c7913909ac669ef10aa84     1000-2000人  ...      15-25k  广州-白云区   \n",
       " 24  acacb01f59612cf2985ef820af8a941b          1-49人  ...       6-11k  广州-海珠区   \n",
       " 25  d6ebb149fad2f883e2149304e6a913cb       500-999人  ...  12-15k·13薪  广州-天河区   \n",
       " 26  0ee94b07204a6e28d8e0670f03e5f09e         50-99人  ...        3-5k  广州-天河区   \n",
       " 27  61dc764476ae9a696a4525e4bb9d781a       10000人以上  ...  15-25k·16薪  广州-天河区   \n",
       " 28  370e673857ffc0fa5764e84176cddbf9       100-499人  ...      10-15k  广州-白云区   \n",
       " 29  a60989ae2354bab9d11c895b789e035b       10000人以上  ...      10-15k  广州-番禺区   \n",
       " 30  de78cfc399808b67335a0a230d1c0594       100-499人  ...  10-18k·13薪  广州-海珠区   \n",
       " 31  01596df2b28b67879f58a330d8e70024       10000人以上  ...      10-20k  广州-黄埔区   \n",
       " 32  f0a24dec4460a2e45c35686328d3f54b       10000人以上  ...  15-22k·13薪      广州   \n",
       " 33  4259d415eaea95562b1c78bd6ab7a113     2000-5000人  ...      12-16k      广州   \n",
       " 34  38a9787f7beb0c64c9730756564c8cd5         50-99人  ...    4-6k·13薪  广州-海珠区   \n",
       " 35  f889a4700e8cc103a4b384409f793a44       100-499人  ...  10-20k·13薪  广州-天河区   \n",
       " 36  25c4e5bf5dea4a7ab685514399837948     2000-5000人  ...  15-25k·15薪  广州-海珠区   \n",
       " 37  16157fb5e985776b52986bb980c92eab    5000-10000人  ...      12-15k  广州-黄埔区   \n",
       " 38  d6f5131d9ef356d48143367d13e42db1    5000-10000人  ...  15-25k·15薪      广州   \n",
       " 39  b27cab8c37ffe910e7fc88e23bdc4310       500-999人  ...      18-45k      广州   \n",
       " \n",
       "     job.refreshTime job.jobKind job.pcOuterLink job.h5OuterLink  \\\n",
       " 0    20230531134003           2                                   \n",
       " 1    20230526164951           2                                   \n",
       " 2    20230120235144           2                                   \n",
       " 3    20230531105848           2                                   \n",
       " 4    20230531105848           2                                   \n",
       " 5    20230529114713           2                                   \n",
       " 6    20230530100706           2                                   \n",
       " 7    20230529092442           2                                   \n",
       " 8    20230531095122           2                                   \n",
       " 9    20230531150104           2                                   \n",
       " 10   20230531142417           2                                   \n",
       " 11   20230519091054           2                                   \n",
       " 12   20230529165703           2                                   \n",
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       " 14   20230510140936           2                                   \n",
       " 15   20230512161515           2                                   \n",
       " 16   20230531115240           1             NaN             NaN   \n",
       " 17   20230531134003           2                                   \n",
       " 18   20230308110454           2                                   \n",
       " 19   20230523201314           2                                   \n",
       " 20   20230523142838           2                                   \n",
       " 21   20230414133305           2                                   \n",
       " 22   20230517171421           2                                   \n",
       " 23   20230313222146           2                                   \n",
       " 24   20230523142717           2                                   \n",
       " 25   20230531092807           2                                   \n",
       " 26   20230515170033           2                                   \n",
       " 27   20230414102605           2                                   \n",
       " 28   20230531100238           2                                   \n",
       " 29   20230411163341           2                                   \n",
       " 30   20230329163253           2                                   \n",
       " 31   20221115101235           2                                   \n",
       " 32   20230517175035           2                                   \n",
       " 33   20230531145701           2                                   \n",
       " 34   20230531101052           2                                   \n",
       " 35   20230217101839           2                                   \n",
       " 36   20230524090227           2                                   \n",
       " 37   20230525143752           2                                   \n",
       " 38   20230530094757           1             NaN             NaN   \n",
       " 39   20230317094120           2                                   \n",
       " \n",
       "                                        job.link job.requireWorkYears  \\\n",
       " 0   https://www.liepin.com/job/1958280991.shtml                 1-3年   \n",
       " 1   https://www.liepin.com/job/1958757497.shtml                 3-5年   \n",
       " 2   https://www.liepin.com/job/1953383459.shtml                5-10年   \n",
       " 3   https://www.liepin.com/job/1958761203.shtml                 1-3年   \n",
       " 4   https://www.liepin.com/job/1958761205.shtml                 1-3年   \n",
       " 5   https://www.liepin.com/job/1958601987.shtml                 3-5年   \n",
       " 6   https://www.liepin.com/job/1958520899.shtml                 3-5年   \n",
       " 7   https://www.liepin.com/job/1958653541.shtml                 3-5年   \n",
       " 8   https://www.liepin.com/job/1956392701.shtml                 经验不限   \n",
       " 9   https://www.liepin.com/job/1956005111.shtml                 1-3年   \n",
       " 10  https://www.liepin.com/job/1958570525.shtml                5-10年   \n",
       " 11  https://www.liepin.com/job/1940254859.shtml                 经验不限   \n",
       " 12  https://www.liepin.com/job/1958199607.shtml                 3-5年   \n",
       " 13  https://www.liepin.com/job/1942645249.shtml                5-10年   \n",
       " 14  https://www.liepin.com/job/1958441533.shtml                 1-3年   \n",
       " 15  https://www.liepin.com/job/1958515833.shtml                 1-3年   \n",
       " 16      https://www.liepin.com/a/46390201.shtml                5-10年   \n",
       " 17  https://www.liepin.com/job/1952156133.shtml                5-10年   \n",
       " 18  https://www.liepin.com/job/1956788649.shtml                 1-3年   \n",
       " 19  https://www.liepin.com/job/1958788347.shtml                 3-5年   \n",
       " 20  https://www.liepin.com/job/1958771629.shtml                 3-5年   \n",
       " 21  https://www.liepin.com/job/1957812287.shtml                 经验不限   \n",
       " 22  https://www.liepin.com/job/1958634701.shtml                 3-5年   \n",
       " 23  https://www.liepin.com/job/1951429357.shtml                 3-5年   \n",
       " 24  https://www.liepin.com/job/1958587917.shtml                 1-3年   \n",
       " 25  https://www.liepin.com/job/1958147841.shtml                 1-3年   \n",
       " 26  https://www.liepin.com/job/1958559991.shtml                 经验不限   \n",
       " 27  https://www.liepin.com/job/1957804473.shtml                 3-5年   \n",
       " 28  https://www.liepin.com/job/1949589417.shtml                 1-3年   \n",
       " 29  https://www.liepin.com/job/1956460353.shtml                 1-3年   \n",
       " 30  https://www.liepin.com/job/1957398243.shtml                 3-5年   \n",
       " 31  https://www.liepin.com/job/1946919343.shtml                 1-3年   \n",
       " 32  https://www.liepin.com/job/1945424079.shtml                 3-5年   \n",
       " 33  https://www.liepin.com/job/1928016109.shtml                 1-3年   \n",
       " 34  https://www.liepin.com/job/1951590123.shtml                 一年以下   \n",
       " 35  https://www.liepin.com/job/1945487149.shtml                 经验不限   \n",
       " 36  https://www.liepin.com/job/1958247069.shtml                5-10年   \n",
       " 37  https://www.liepin.com/job/1958842847.shtml                 3-5年   \n",
       " 38      https://www.liepin.com/a/45452551.shtml                 经验不限   \n",
       " 39  https://www.liepin.com/job/1957052167.shtml                5-10年   \n",
       " \n",
       "    job.requireEduLevel  comp.compStage  \n",
       " 0                 统招本科             NaN  \n",
       " 1                 统招本科             NaN  \n",
       " 2                 统招本科             NaN  \n",
       " 3                 统招本科             NaN  \n",
       " 4                 统招本科             NaN  \n",
       " 5                 统招本科              B轮  \n",
       " 6                   大专             NaN  \n",
       " 7                 统招本科             NaN  \n",
       " 8                   本科            港股上市  \n",
       " 9                   本科           融资未公开  \n",
       " 10                统招本科             NaN  \n",
       " 11                统招本科          沪深A股上市  \n",
       " 12                  大专           融资未公开  \n",
       " 13                  大专           融资未公开  \n",
       " 14                  本科          沪深A股上市  \n",
       " 15                  本科             NaN  \n",
       " 16               大专及以上             NaN  \n",
       " 17                统招本科             NaN  \n",
       " 18                统招本科             NaN  \n",
       " 19                  本科             NaN  \n",
       " 20                  本科             已上市  \n",
       " 21                统招本科             NaN  \n",
       " 22                  本科           融资未公开  \n",
       " 23                  本科             NaN  \n",
       " 24                统招本科             NaN  \n",
       " 25                  本科             NaN  \n",
       " 26                  大专             NaN  \n",
       " 27                统招本科             已上市  \n",
       " 28                  大专             NaN  \n",
       " 29                  本科             NaN  \n",
       " 30                统招本科              D轮  \n",
       " 31                  大专             NaN  \n",
       " 32                统招本科             NaN  \n",
       " 33                  本科             NaN  \n",
       " 34               中专/中技             NaN  \n",
       " 35                统招本科             NaN  \n",
       " 36                  本科             已上市  \n",
       " 37                  本科            战略投资  \n",
       " 38                统招本科            战略融资  \n",
       " 39                  本科             NaN  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                            dataParams  \\\n",
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       " 33  {\"recruiterPhoto\":\"5f8f9866dfb13a7dee342f1808u...   \n",
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       " 39  {\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u...   \n",
       " \n",
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       " 29  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
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       " 31  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 32  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 33  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 34  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 35  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 36  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 37  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 38  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 39  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " \n",
       "             recruiter.recruiterPhoto recruiter.recruiterName  \\\n",
       " 0    5f8f9866dfb13a7dee342f1808u.jpg                     李女士   \n",
       " 1   6448cf712157026bce25612506u.jpeg                     谭先生   \n",
       " 2    5f8f986c79c7cc70efbf36c808u.jpg                     孙先生   \n",
       " 3    5f8f986779c7cc70efbf36c008u.jpg                     王女士   \n",
       " 4    5f8f986779c7cc70efbf36c008u.jpg                     朱女士   \n",
       " 5    5f8f986779c7cc70efbf36c008u.jpg                     朱女士   \n",
       " 6    5f8f9868f6d1ab58476f24a008u.jpg                     周先生   \n",
       " 7    5f8f9868f6d1ab58476f24a008u.jpg                     周先生   \n",
       " 8    5f8f9868f6d1ab58476f24a008u.jpg                     吴先生   \n",
       " 9    5f8f9868f6d1ab58476f24a008u.jpg                     吴先生   \n",
       " 10   5f8f986779c7cc70efbf36c008u.jpg                     何女士   \n",
       " 11   5f8f986779c7cc70efbf36c008u.jpg                     何女士   \n",
       " 12   5f8f986779c7cc70efbf36c008u.jpg                     李女士   \n",
       " 13   5f8f986779c7cc70efbf36c008u.jpg                     李女士   \n",
       " 14   5f8f9863f6d1ab58476f246a08u.jpg                     廖女士   \n",
       " 15   5f8f9863f6d1ab58476f246a08u.jpg                     廖女士   \n",
       " 16   5f8f986aea60860b75384fab08u.jpg                     李先生   \n",
       " 17   5f8f986aea60860b75384fab08u.jpg                     李先生   \n",
       " 18   5f8f9865ea60860b75384fa508u.jpg                     谢女士   \n",
       " 19   5f8f9865ea60860b75384fa508u.jpg                     谢女士   \n",
       " 20   5f8f9863f6d1ab58476f246a08u.jpg                     周女士   \n",
       " 21   5f8f9866dfb13a7dee342f1808u.jpg                     吴女士   \n",
       " 22   601110764e366123584342f406u.png                     梁女士   \n",
       " 23   62f06880743dc73cbfd1451002u.png                     王女士   \n",
       " 24   5f8f98648dbe6273dcf8515508u.jpg                     程女士   \n",
       " 25   5f8f9863f6d1ab58476f246a08u.jpg                     李女士   \n",
       " 26   5f8f9863f6d1ab58476f246a08u.jpg                     陈女士   \n",
       " 27  6189e962c21fd969562a7dd503u.jpeg                     刘先生   \n",
       " 28   5f8f9865ea60860b75384fa508u.jpg                     姜女士   \n",
       " 29   5f8f9866dfb13a7dee342f1808u.jpg                     丁女士   \n",
       " 30   5f8f9863f6d1ab58476f246a08u.jpg                     梁女士   \n",
       " 31   5f8f9865ea60860b75384fa508u.jpg                     刘女士   \n",
       " 32   5db4f73bd38a3d7423b739ee01u.jpg                     冯女士   \n",
       " 33   5f8f9866dfb13a7dee342f1808u.jpg                     王女士   \n",
       " 34   5f8f986bdfb13a7dee342f2108u.jpg                     吴先生   \n",
       " 35   5f8f986779c7cc70efbf36c008u.jpg                     方女士   \n",
       " 36   5f8f98648dbe6273dcf8515508u.jpg                     钟女士   \n",
       " 37   5f8f986bdfb13a7dee342f2108u.jpg                     郭先生   \n",
       " 38   5f8f9866dfb13a7dee342f1808u.jpg                     程女士   \n",
       " 39   5f8f98648dbe6273dcf8515508u.jpg                     陈女士   \n",
       " \n",
       "    recruiter.recruiterTitle  recruiter.chatted  \\\n",
       " 0                        hr              False   \n",
       " 1                  研发管理中心总监              False   \n",
       " 2                        HR              False   \n",
       " 3                      招聘专员              False   \n",
       " 4                        HR              False   \n",
       " 5                        HR              False   \n",
       " 6             分公司总经理（营业部经理）              False   \n",
       " 7             分公司总经理（营业部经理）              False   \n",
       " 8                        HR              False   \n",
       " 9                        HR              False   \n",
       " 10                                       False   \n",
       " 11                                       False   \n",
       " 12                       人事              False   \n",
       " 13                       人事              False   \n",
       " 14                       人事              False   \n",
       " 15                       人事              False   \n",
       " 16                     人事经理              False   \n",
       " 17                     人事经理              False   \n",
       " 18                       HR              False   \n",
       " 19                       HR              False   \n",
       " 20                                       False   \n",
       " 21                       助理              False   \n",
       " 22                     猎头顾问              False   \n",
       " 23               consultant              False   \n",
       " 24                       人事              False   \n",
       " 25                       HR              False   \n",
       " 26                  人力资源负责人              False   \n",
       " 27                     猎头顾问              False   \n",
       " 28        Project executive              False   \n",
       " 29                    顾问(C)              False   \n",
       " 30                     招聘顾问              False   \n",
       " 31                     HRBP              False   \n",
       " 32                     猎头顾问              False   \n",
       " 33                  招聘经理/主管              False   \n",
       " 34                 招聘经理（集团）              False   \n",
       " 35                     HRBP              False   \n",
       " 36                                       False   \n",
       " 37                 HRBP&COE              False   \n",
       " 38                     招聘经理              False   \n",
       " 39                     招聘专员              False   \n",
       " \n",
       "                       recruiter.imId recruiter.imUserType  \\\n",
       " 0   1379739d6252f3a844028f553778c6e1                    2   \n",
       " 1   07e1900f03eab46edae63fecfc649d41                    2   \n",
       " 2   fbe9f24ea9b574d969f1f1321b5b8b79                    2   \n",
       " 3   135c6dd470261b66576c9077e768cf3d                    2   \n",
       " 4   e3d19b4e4fb96611fa4a138a720b5859                    2   \n",
       " 5   e3d19b4e4fb96611fa4a138a720b5859                    2   \n",
       " 6   e77dbef52a355fe834301b9535a41269                    2   \n",
       " 7   e77dbef52a355fe834301b9535a41269                    2   \n",
       " 8   d576d40da28cb0d9b64be310238bddad                    2   \n",
       " 9   d576d40da28cb0d9b64be310238bddad                    2   \n",
       " 10  c6d3679f4855a7a717c4cef3d8aaac05                    2   \n",
       " 11  c6d3679f4855a7a717c4cef3d8aaac05                    2   \n",
       " 12  2fbd803f804253d098c82c53e9e3d78d                    2   \n",
       " 13  2fbd803f804253d098c82c53e9e3d78d                    2   \n",
       " 14  84547930486cfe4f4f3475fd061985f8                    2   \n",
       " 15  84547930486cfe4f4f3475fd061985f8                    2   \n",
       " 16  5e744615776ef62716045c5c81f662c6                    2   \n",
       " 17  5e744615776ef62716045c5c81f662c6                    2   \n",
       " 18  37104f594bcca235c562567b5e2dfc82                    2   \n",
       " 19  37104f594bcca235c562567b5e2dfc82                    2   \n",
       " 20  0a3c27ac8707aa2cc94f4d0c9b7b96ae                    2   \n",
       " 21  79ff2b100c7e2127d482a8d164a90f44                    2   \n",
       " 22  9ac9c52ac6329334062c1b1ee9c7454d                    2   \n",
       " 23  9d4244d5e4777e9a966d2c65245014c5                    2   \n",
       " 24  151673d7a0e26fdf1d908bf5ceb6b06c                    2   \n",
       " 25  b23d2e88f6dfc7c83417a188cf69ded9                    2   \n",
       " 26  612d2e8328d1f75dfdb07c5a03f49b8b                    2   \n",
       " 27  05cee7a5d81ae6f510eee5f74aeb3ab8                    2   \n",
       " 28  c9f97e82f36859f8c5715bb95c1c6de6                    2   \n",
       " 29  511cb9a85916a6c6c051c4e7ef49e137                    2   \n",
       " 30  40ab840c1a9e4094be3900059d28d9fd                    2   \n",
       " 31  2b58acb7b79978e6c0b855de83315f3c                    2   \n",
       " 32  343dc1b37d970e974383db9bf147ecbd                    2   \n",
       " 33  f27a51a3194cf8ba548179b4a860b4bd                    2   \n",
       " 34  ce58a96714403b3ccde5ca55a88b4d39                    2   \n",
       " 35  6194c35e8cfc854ae4b537e9b7803e4b                    2   \n",
       " 36  a5e1ecf37769402159a7d64ad9817c9f                    2   \n",
       " 37  cd4305af8ce86bbf93bfd302333462b2                    2   \n",
       " 38  f91d8272cfb26c195c4deb543ee50277                    2   \n",
       " 39  806494ab31a3c81fb0628941e8c1534b                    2   \n",
       " \n",
       "                recruiter.recruiterId comp.compScale  ...  job.salary  job.dq  \\\n",
       " 0   3c4d75594a919eebdc69e1b9d7ce6599       100-499人  ...      14-18k  广州-白云区   \n",
       " 1   02d2649e7237d5ecdfcc5a67770847a7                 ...      18-23k  广州-番禺区   \n",
       " 2   e4de7f081cb78640c649c39ed875e61d       100-499人  ...       8-10k  广州-天河区   \n",
       " 3   88f486bff2a6df584696c04e2a8b99ae       100-499人  ...       8-12k  广州-黄埔区   \n",
       " 4   600c8f9596f82e83de9a2152f210d2b2                 ...  16-23k·14薪  广州-番禺区   \n",
       " 5   600c8f9596f82e83de9a2152f210d2b2                 ...  16-23k·14薪  广州-海珠区   \n",
       " 6   1f646f9113de78a82fe9ceb090cfaa88                 ...  16-23k·13薪  广州-荔湾区   \n",
       " 7   1f646f9113de78a82fe9ceb090cfaa88                 ...  16-23k·13薪  广州-番禺区   \n",
       " 8   db2bdc4b70aaa0048ce3a66d7f21ab64                 ...  16-23k·13薪  广州-海珠区   \n",
       " 9   db2bdc4b70aaa0048ce3a66d7f21ab64                 ...  16-23k·13薪  广州-番禺区   \n",
       " 10  b7c6141f3e053ad72ffc6ad935047221                 ...  16-23k·13薪  广州-天河区   \n",
       " 11  b7c6141f3e053ad72ffc6ad935047221                 ...  16-23k·13薪  广州-白云区   \n",
       " 12  2cbaf299385d785b456d982148e2e540                 ...  16-26k·13薪  广州-黄埔区   \n",
       " 13  2cbaf299385d785b456d982148e2e540                 ...  16-26k·13薪  广州-番禺区   \n",
       " 14  cf280f4086006fbc2ce2ea87c334a88e                 ...  16-23k·13薪  广州-花都区   \n",
       " 15  cf280f4086006fbc2ce2ea87c334a88e                 ...  16-23k·13薪  广州-海珠区   \n",
       " 16  0ac727474515b289988680001386ea6a                 ...  16-23k·13薪  广州-黄埔区   \n",
       " 17  0ac727474515b289988680001386ea6a                 ...  16-23k·13薪  广州-天河区   \n",
       " 18  dce682ea15bc89820850f7463cb60991                 ...  16-23k·14薪  广州-天河区   \n",
       " 19  dce682ea15bc89820850f7463cb60991                 ...  16-23k·14薪  广州-黄埔区   \n",
       " 20  7b9d4463fd69cd2c477500baf77e68de       100-499人  ...      12-20k  广州-越秀区   \n",
       " 21  7f4d8fd8876b28b0af483ba8eecd719d         50-99人  ...      12-18k  广州-天河区   \n",
       " 22  c8fcf0c3af87c99727702de92b99d72c    5000-10000人  ...  17-25k·15薪  广州-越秀区   \n",
       " 23  d1af617206fc790c3c7022caa9ba54ee    5000-10000人  ...  40-60k·15薪  广州-天河区   \n",
       " 24  081d37df3a092ac4907498eeaca71600          1-49人  ...      15-20k  广州-白云区   \n",
       " 25  fb4d385b18fc102d9cedf86dadd3f8db          1-49人  ...  15-25k·13薪      广州   \n",
       " 26  1cb765d37bd0684eff1ae1f928339e0b       100-499人  ...       8-12k  广州-天河区   \n",
       " 27  fc97618fe08934d1c4f89ba7a6df71b7    5000-10000人  ...  12-23k·14薪      广州   \n",
       " 28  05ff20357fe9361a27f7d79a7fb39329          1-49人  ...      15-20k  广州-天河区   \n",
       " 29  fd19d5f352784ecb89f25b7f24a569a6         50-99人  ...      10-18k  广州-天河区   \n",
       " 30  eee41492a933e4ebfee44b23e3b959af       100-499人  ...      10-20k  广州-天河区   \n",
       " 31  4eb4cdcb06c53fd3b97c89b9a5009c4b    5000-10000人  ...  20-35k·13薪  广州-黄埔区   \n",
       " 32  7c6d9e280f5e3f16d6614b41a3a893cb       10000人以上  ...      20-35k      广州   \n",
       " 33  453936c9dc8f3edacb186c23596b8260       10000人以上  ...      20-26k      广州   \n",
       " 34  427947ea8403b2e3a6803ddbb25c771f     1000-2000人  ...  10-15k·14薪  广州-天河区   \n",
       " 35  b39334633a7749fbe124a69fb59cbfe9       500-999人  ...  16-20k·13薪  广州-黄埔区   \n",
       " 36  8450a3abfcf4f960065f5ab0aa1491cf       100-499人  ...      10-20k      广州   \n",
       " 37  b3407ff397d7ecbf11865e63f045797d       100-499人  ...  30-45k·13薪  广州-番禺区   \n",
       " 38  a8673a5533699d1aaa41a112adcca505       100-499人  ...      15-25k  广州-天河区   \n",
       " 39  ff61a81c4968a173ac0dcbcf29753d35    5000-10000人  ...      10-15k  广州-海珠区   \n",
       " \n",
       "     job.refreshTime job.jobKind job.pcOuterLink job.h5OuterLink  \\\n",
       " 0    20230525161648           2                                   \n",
       " 1    20230530094259           2                                   \n",
       " 2    20190227172751           2                                   \n",
       " 3    20230530181237           2                                   \n",
       " 4    20230531154906           2                                   \n",
       " 5    20230531154906           2                                   \n",
       " 6    20230531144514           2                                   \n",
       " 7    20230531144514           2                                   \n",
       " 8    20230531140512           2                                   \n",
       " 9    20230531140512           2                                   \n",
       " 10   20230531111014           2                                   \n",
       " 11   20230531111014           2                                   \n",
       " 12   20230531110755           2                                   \n",
       " 13   20230531110755           2                                   \n",
       " 14   20230531110520           2                                   \n",
       " 15   20230531110520           2                                   \n",
       " 16   20230531104728           2                                   \n",
       " 17   20230531104728           2                                   \n",
       " 18   20230531104119           2                                   \n",
       " 19   20230531104119           2                                   \n",
       " 20   20230421115352           2                                   \n",
       " 21   20230512083924           2                                   \n",
       " 22   20230531182941           1             NaN             NaN   \n",
       " 23   20230531094956           2                                   \n",
       " 24   20230519145202           2                                   \n",
       " 25   20230407173731           2                                   \n",
       " 26   20230522175406           2                                   \n",
       " 27   20230523100458           1             NaN             NaN   \n",
       " 28   20230516140631           2                                   \n",
       " 29   20230509171330           2                                   \n",
       " 30   20230526173913           2                                   \n",
       " 31   20230518142337           2                                   \n",
       " 32   20230531100905           1             NaN             NaN   \n",
       " 33   20230510215528           2                                   \n",
       " 34   20220413084541           2                                   \n",
       " 35   20230531101421           2                                   \n",
       " 36   20230306143952           2                                   \n",
       " 37   20230512102847           2                                   \n",
       " 38   20230214164509           2                                   \n",
       " 39   20230525173646           2                                   \n",
       " \n",
       "                                        job.link job.requireWorkYears  \\\n",
       " 0   https://www.liepin.com/job/1958363809.shtml                 3-5年   \n",
       " 1   https://www.liepin.com/job/1958154187.shtml                5-10年   \n",
       " 2   https://www.liepin.com/job/1917868573.shtml                 1-3年   \n",
       " 3   https://www.liepin.com/job/1958625695.shtml                 1-3年   \n",
       " 4   https://www.liepin.com/job/1958988411.shtml                 1-3年   \n",
       " 5   https://www.liepin.com/job/1958988409.shtml                 1-3年   \n",
       " 6   https://www.liepin.com/job/1958984459.shtml                 1-3年   \n",
       " 7   https://www.liepin.com/job/1958984457.shtml                 1-3年   \n",
       " 8   https://www.liepin.com/job/1958981773.shtml                 1-3年   \n",
       " 9   https://www.liepin.com/job/1958981771.shtml                 1-3年   \n",
       " 10  https://www.liepin.com/job/1958975367.shtml                 1-3年   \n",
       " 11  https://www.liepin.com/job/1958975365.shtml                 1-3年   \n",
       " 12  https://www.liepin.com/job/1958975231.shtml                 1-3年   \n",
       " 13  https://www.liepin.com/job/1958975229.shtml                 1-3年   \n",
       " 14  https://www.liepin.com/job/1958975101.shtml                 1-3年   \n",
       " 15  https://www.liepin.com/job/1958975099.shtml                 1-3年   \n",
       " 16  https://www.liepin.com/job/1958973915.shtml                 1-3年   \n",
       " 17  https://www.liepin.com/job/1958973913.shtml                 1-3年   \n",
       " 18  https://www.liepin.com/job/1958973451.shtml                 1-3年   \n",
       " 19  https://www.liepin.com/job/1958973449.shtml                 1-3年   \n",
       " 20  https://www.liepin.com/job/1943163923.shtml                 3-5年   \n",
       " 21  https://www.liepin.com/job/1940425943.shtml                 3-5年   \n",
       " 22      https://www.liepin.com/a/44948975.shtml                5-10年   \n",
       " 23  https://www.liepin.com/job/1958969939.shtml                5-10年   \n",
       " 24  https://www.liepin.com/job/1956253259.shtml                5-10年   \n",
       " 25  https://www.liepin.com/job/1940503245.shtml                 1-3年   \n",
       " 26  https://www.liepin.com/job/1944001281.shtml                 1-3年   \n",
       " 27      https://www.liepin.com/a/45846203.shtml                 3-5年   \n",
       " 28  https://www.liepin.com/job/1958584519.shtml                5-10年   \n",
       " 29  https://www.liepin.com/job/1946854099.shtml                 3-5年   \n",
       " 30  https://www.liepin.com/job/1929928929.shtml                 3-5年   \n",
       " 31  https://www.liepin.com/job/1958658671.shtml                 3-5年   \n",
       " 32      https://www.liepin.com/a/45940587.shtml                5-10年   \n",
       " 33  https://www.liepin.com/job/1957402437.shtml                 3-5年   \n",
       " 34  https://www.liepin.com/job/1948029663.shtml                 3-5年   \n",
       " 35  https://www.liepin.com/job/1958500819.shtml                5-10年   \n",
       " 36  https://www.liepin.com/job/1917784263.shtml                 3-5年   \n",
       " 37  https://www.liepin.com/job/1957139815.shtml                10年以上   \n",
       " 38  https://www.liepin.com/job/1955612915.shtml                 3-5年   \n",
       " 39  https://www.liepin.com/job/1958854345.shtml                 3-5年   \n",
       " \n",
       "    job.requireEduLevel  comp.compStage  \n",
       " 0                   大专             NaN  \n",
       " 1                 统招本科             NaN  \n",
       " 2                   本科              C轮  \n",
       " 3                   本科             NaN  \n",
       " 4                 统招本科             NaN  \n",
       " 5                 统招本科             NaN  \n",
       " 6                   本科             NaN  \n",
       " 7                   本科             NaN  \n",
       " 8                   本科             NaN  \n",
       " 9                   本科             NaN  \n",
       " 10                统招本科             NaN  \n",
       " 11                统招本科             NaN  \n",
       " 12                统招本科             NaN  \n",
       " 13                统招本科             NaN  \n",
       " 14                统招本科             NaN  \n",
       " 15                统招本科             NaN  \n",
       " 16                统招本科             NaN  \n",
       " 17                统招本科             NaN  \n",
       " 18                统招本科             NaN  \n",
       " 19                统招本科             NaN  \n",
       " 20                统招本科             NaN  \n",
       " 21                  大专             NaN  \n",
       " 22               本科及以上           融资未公开  \n",
       " 23                统招本科             NaN  \n",
       " 24                  大专           融资未公开  \n",
       " 25                统招本科             NaN  \n",
       " 26                  大专           融资未公开  \n",
       " 27                学历不限           融资未公开  \n",
       " 28                  本科             NaN  \n",
       " 29                  本科           融资未公开  \n",
       " 30                统招本科             已上市  \n",
       " 31                学历不限          沪深A股上市  \n",
       " 32                统招本科            战略融资  \n",
       " 33                  本科           融资未公开  \n",
       " 34                  大专             NaN  \n",
       " 35                  本科             NaN  \n",
       " 36                  大专             NaN  \n",
       " 37                统招本科             NaN  \n",
       " 38                  本科              C轮  \n",
       " 39                  本科            战略投资  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 1   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 2   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 3   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 4   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 5   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 6   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 7   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 8   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 9   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 10  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 11  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 12  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 13  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 14  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 15  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 16  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 17  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 18  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 19  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 20  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 21  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 22  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 23  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 24  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 25  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 26  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 27  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 28  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 29  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 30  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 31  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 32  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 33  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 34  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 35  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 36  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 37  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 38  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 39  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"jobId\":\"47248415\",\"recruiterName\":\"吴先生\",\"job...   \n",
       " 1   {\"jobId\":\"44904569\",\"recruiterName\":\"谢先生\",\"job...   \n",
       " 2   {\"jobId\":\"47877339\",\"recruiterName\":\"管女士\",\"job...   \n",
       " 3   {\"jobId\":\"40615695\",\"recruiterName\":\"陈女士\",\"job...   \n",
       " 4   {\"jobId\":\"53392363\",\"recruiterName\":\"肖女士\",\"job...   \n",
       " 5   {\"jobId\":\"49095725\",\"recruiterName\":\"梁女士\",\"job...   \n",
       " 6   {\"jobId\":\"54032441\",\"recruiterName\":\"李先生\",\"job...   \n",
       " 7   {\"jobId\":\"58402785\",\"recruiterName\":\"陈女士\",\"job...   \n",
       " 8   {\"jobId\":\"54850021\",\"recruiterName\":\"王先生\",\"job...   \n",
       " 9   {\"jobId\":\"58610425\",\"recruiterName\":\"孙女士\",\"job...   \n",
       " 10  {\"jobId\":\"57901151\",\"recruiterName\":\"陈女士\",\"job...   \n",
       " 11  {\"jobId\":\"57550187\",\"recruiterName\":\"叶女士\",\"job...   \n",
       " 12  {\"jobId\":\"46088217\",\"recruiterName\":\"王先生\",\"job...   \n",
       " 13  {\"jobId\":\"46458443\",\"recruiterName\":\"陈先生\",\"job...   \n",
       " 14  {\"jobId\":\"58525167\",\"recruiterName\":\"吴女士\",\"job...   \n",
       " 15  {\"jobId\":\"51148327\",\"recruiterName\":\"齐女士\",\"job...   \n",
       " 16  {\"jobId\":\"42415443\",\"recruiterName\":\"许女士\",\"job...   \n",
       " 17  {\"jobId\":\"43776449\",\"recruiterName\":\"言女士\",\"job...   \n",
       " 18  {\"jobId\":\"58108257\",\"recruiterName\":\"王女士\",\"job...   \n",
       " 19  {\"jobId\":\"57810339\",\"recruiterName\":\"黄女士\",\"job...   \n",
       " 20  {\"jobId\":\"48448585\",\"recruiterName\":\"高先生\",\"job...   \n",
       " 21  {\"jobId\":\"51515659\",\"recruiterName\":\"肖女士\",\"job...   \n",
       " 22  {\"jobId\":\"44362517\",\"recruiterName\":\"杨先生\",\"job...   \n",
       " 23  {\"jobId\":\"53454759\",\"recruiterName\":\"邓女士\",\"job...   \n",
       " 24  {\"jobId\":\"37183391\",\"recruiterName\":\"陈女士\",\"job...   \n",
       " 25  {\"jobId\":\"56571315\",\"recruiterName\":\"温女士\",\"job...   \n",
       " 26  {\"jobId\":\"55858721\",\"recruiterName\":\"李女士\",\"job...   \n",
       " 27  {\"jobId\":\"35097559\",\"recruiterName\":\"庄女士\",\"job...   \n",
       " 28  {\"jobId\":\"57901167\",\"recruiterName\":\"陈女士\",\"job...   \n",
       " 29  {\"jobId\":\"53366313\",\"recruiterName\":\"谢女士\",\"job...   \n",
       " 30  {\"jobId\":\"57845985\",\"recruiterName\":\"韩女士\",\"job...   \n",
       " 31  {\"jobId\":\"35297803\",\"recruiterName\":\"廖女士\",\"job...   \n",
       " 32  {\"jobId\":\"46300485\",\"recruiterName\":\"令女士\",\"job...   \n",
       " 33  {\"jobId\":\"53051833\",\"recruiterName\":\"何女士\",\"job...   \n",
       " 34  {\"jobId\":\"57639363\",\"recruiterName\":\"罗女士\",\"job...   \n",
       " 35  {\"jobId\":\"38675137\",\"recruiterName\":\"张女士\",\"job...   \n",
       " 36  {\"jobId\":\"56415877\",\"recruiterName\":\"陈先生\",\"job...   \n",
       " 37  {\"jobId\":\"52086487\",\"recruiterName\":\"黄女士\",\"job...   \n",
       " 38  {\"jobId\":\"57809913\",\"recruiterName\":\"周女士\",\"job...   \n",
       " 39  {\"jobId\":\"58645097\",\"recruiterName\":\"崔女士\",\"job...   \n",
       " \n",
       "                                            job.labels job.refreshTime  \\\n",
       " 0   [前端开发, React, 界面开发, Vue, 模块开发, jQuery, 架构设计, E...  20221009225357   \n",
       " 1                       [Javascript, Vue, CSS, HTML5]  20230530100157   \n",
       " 2   [前端开发, 架构设计, Vue, React, jQuery, 框架开发, 框架设计, 移...  20230329134120   \n",
       " 3   [javascript, css, 前端开发, react, vue, angular, j...  20210630180146   \n",
       " 4                                              [前端开发]  20230524141745   \n",
       " 5   [前端开发, 框架开发, 框架设计, 界面开发, MVVM, Vue, 模块开发, 移动开发...  20230517174958   \n",
       " 6                  [ElementUI, Vue, 界面开发, 商业信息化, SQL]  20221119151933   \n",
       " 7                           [Vue, Vue.js, 界面开发, 前端开发]  20230531185203   \n",
       " 8   [前端开发, 后端开发, 功能开发, 模块开发, 框架开发, 框架设计, ASP.NET, ...  20230519180952   \n",
       " 9                         [前端开发, 框架设计, 框架开发, Webpack]  20230517101641   \n",
       " 10                                 [前端开发, Javascript]  20230510100317   \n",
       " 11  [前端开发, Vue, React, 框架设计, 框架开发, Angular, 架构设计, ...  20230525164339   \n",
       " 12                           [游戏开发, 前端开发, 引擎开发, 架构设计]  20230525122924   \n",
       " 13                                                 []  20230525200532   \n",
       " 14            [前端开发, Vue, CSS, HTML, Javascript, iOS]  20230513101420   \n",
       " 15                                                 []  20230526144639   \n",
       " 16  [css, 前端开发, css3, vue, jquery, html, ajax, git...  20211214164804   \n",
       " 17                                             [前端开发]  20230529181542   \n",
       " 18                  [架构设计, 前端开发, React, Vue, Angular]  20230425103311   \n",
       " 19  [界面开发, 前端开发, Node.js, 后端开发, 框架开发, 框架设计, C/C++,...  20230509100311   \n",
       " 20  [AngularJS, React, Javascript, HTML, Webpack, ...  20230522155331   \n",
       " 21                                      [前端开发, React]  20230524141754   \n",
       " 22                [前端开发, 界面开发, 电商领域, 框架开发, 框架设计, PHP]  20230518153119   \n",
       " 23                        [IT/信息化领域, C语言, C/C++, R语言]  20230523103125   \n",
       " 24  [css, 前端开发, css3, react, vue, jquery, html, an...  20230104103030   \n",
       " 25                               [前端开发, 后端开发, jQuery]  20230228174613   \n",
       " 26  [AngularJS, HTML5, Javascript, HTML, React, Vu...  20230516105406   \n",
       " 27  [前端开发, 框架设计, 框架开发, CSS, HTML, ECMAScript 6, EC...  20230524014907   \n",
       " 28                            [ElementUI, 模块开发, 功能开发]  20230510100317   \n",
       " 29  [前端开发, Hybrid, 架构设计, 界面开发, 框架开发, 框架设计, 模块开发, J...  20230515164840   \n",
       " 30  [Vue, 前端开发, React, Node.js, 网络开发, CSS, HTML, E...  20230417095136   \n",
       " 31    [css, 前端开发, css3, html, webpack, npm, svn, 小程序]  20230522091726   \n",
       " 32                        [css3, react, vue, angular]  20230521204040   \n",
       " 33  [前端开发, Echarts, React, 模块开发, 服务器开发, D3.js, 架构设...  20230515162508   \n",
       " 34          [前端开发, React, Vue, Angular, Web开发, 大数据领域]  20230526101131   \n",
       " 35         [javascript, css, 前端开发, react, html, ajax]  20230410161423   \n",
       " 36        [前端开发, 移动开发, CSS, ECMAScript 6, ECMAScript]  20230314095620   \n",
       " 37  [Vue, 前端开发, CSS, HTML, Sass, Webpack, IT/信息化领域...  20230524173622   \n",
       " 38                                           [保险公司背景]  20230414114639   \n",
       " 39         [前端开发, 框架设计, 框架开发, 移动开发, 架构设计, 架构开发, WXML]  20230524093431   \n",
       " \n",
       "    job.jobId  job.salary  job.dq job.jobKind           job.title  job.topJob  \\\n",
       " 0   47248415  15-30k·16薪      广州           2          web前端开发工程师       False   \n",
       " 1   44904569  20-30k·14薪  广州-越秀区           1          WEB前端开发工程师       False   \n",
       " 2   47877339  20-40k·14薪  广州-天河区           2          web前端开发工程师       False   \n",
       " 3   40615695      15-20k  广州-天河区           2             前端开发工程师       False   \n",
       " 4   53392363  15-26k·13薪  广州-海珠区           2      前端开发工程师（React)       False   \n",
       " 5   49095725  15-25k·14薪      广州           2           高级前端开发工程师       False   \n",
       " 6   54032441      10-15k      广州           2             前端开发工程师       False   \n",
       " 7   58402785      18-25k  广州-海珠区           2     高级前端开发工程师（自研产品）       False   \n",
       " 8   54850021      14-20k  广州-越秀区           2     前端开发工程师（业务平台方向）       False   \n",
       " 9   58610425      20-40k  广州-黄埔区           2          WEB前端开发工程师       False   \n",
       " 10  57901151       8-16k  广州-海珠区           2        VUE前端开发高级工程师       False   \n",
       " 11  57550187  25-55k·18薪  广州-海珠区           2  高级WEB前端开发工程师（常驻迪拜）       False   \n",
       " 12  46088217  25-50k·13薪  广州-天河区           1              H5前端开发       False   \n",
       " 13  46458443  30-40k·16薪  广州-黄埔区           1           资深前端开发工程师       False   \n",
       " 14  58525167       8-12k  广州-天河区           2             前端开发工程师       False   \n",
       " 15  51148327  14-23k·13薪  广州-天河区           2           高级前端开发工程师       False   \n",
       " 16  42415443      13-20k  广州-黄埔区           2             前端开发工程师       False   \n",
       " 17  43776449      15-35k      广州           2          web前端开发工程师       False   \n",
       " 18  58108257  25-40k·15薪  广州-天河区           2      前端开发/架构-头部公募基金       False   \n",
       " 19  57810339       8-12k  广州-天河区           2             前端开发工程师       False   \n",
       " 20  48448585       8-13k  广州-荔湾区           2          web前端开发工程师       False   \n",
       " 21  51515659      15-18k  广州-越秀区           2           高级前端开发工程师       False   \n",
       " 22  44362517      13-20k  广州-花都区           1          WEB前端开发工程师       False   \n",
       " 23  53454759      20-30k  广州-天河区           2          WEB前端开发工程师       False   \n",
       " 24  37183391       7-10k      广州           2             前端开发工程师       False   \n",
       " 25  56571315      15-27k  广州-天河区           2       前端开发工程师（算网门户）       False   \n",
       " 26  55858721      13-20k  广州-越秀区           2                前端开发       False   \n",
       " 27  35097559      20-40k  广州-天河区           2         前端开发工程师 —飞书       False   \n",
       " 28  57901167      10-15k  广州-海珠区           2          Web前端开发工程师       False   \n",
       " 29  53366313  35-50k·13薪  广州-黄埔区           2           资深前端开发工程师       False   \n",
       " 30  57845985       8-13k      广州           2          web前端开发工程师       False   \n",
       " 31  35297803       8-13k  广州-黄埔区           2          web前端开发工程师       False   \n",
       " 32  46300485      26-50k      广州           1                前端开发       False   \n",
       " 33  53051833  12-25k·13薪  广州-番禺区           2             WEB前端开发       False   \n",
       " 34  57639363      20-30k  广州-越秀区           2             前端开发工程师       False   \n",
       " 35  38675137       8-16k  广州-番禺区           2                前端开发       False   \n",
       " 36  56415877  15-20k·13薪  广州-天河区           2          Web前端开发工程师       False   \n",
       " 37  52086487  11-18k·13薪  广州-海珠区           2           中级前端开发工程师       False   \n",
       " 38  57809913      12-20k  广州-海珠区           2     前端开发工程师(J10064)       False   \n",
       " 39  58645097      10-15k  广州-番禺区           2             前端开发工程师       False   \n",
       " \n",
       "     ...                    recruiter.imId recruiter.imUserType  \\\n",
       " 0   ...  75f49d3ebef66b04a8f5ce52e9265bac                    2   \n",
       " 1   ...  c887d5f98ee14e2904612e645251413c                    2   \n",
       " 2   ...  4344fe4c0016ee4897cd4b0530f9e3f9                    2   \n",
       " 3   ...  045e091e0dcbb18698d2351c2920e108                    2   \n",
       " 4   ...  a44dddb4d96fec272ef40e54cfd73ecf                    2   \n",
       " 5   ...  f1406f0e7c8147f7c051c4e7ef49e137                    2   \n",
       " 6   ...  fe3ebc9ea675aeaf8d1ff84e0a6c6898                    2   \n",
       " 7   ...  4512ad81f5e333ac062c1b1ee9c7454d                    2   \n",
       " 8   ...  7cba8b6b91d0fa259427b88c78d2ff1f                    2   \n",
       " 9   ...  cbfadaaa2d4635f5410685fca6d952de                    2   \n",
       " 10  ...  abbc117ad58582326ee1c099e8f099da                    2   \n",
       " 11  ...  45f0b07287e7c75062b37f7330e93fa7                    2   \n",
       " 12  ...  ba0a96f6ae59f7bc78f5885b11a76839                    2   \n",
       " 13  ...  55b1be5773f78b12e3a362ce23913155                    2   \n",
       " 14  ...  99b078749da1d51d9018c687d130599f                    2   \n",
       " 15  ...  2bf29376ce89ad48e780be9e721bd5b9                    2   \n",
       " 16  ...  8951c85dd8b85b3c062c1b1ee9c7454d                    2   \n",
       " 17  ...  b29fb76681d666f10e33f8ac54fbf39e                    2   \n",
       " 18  ...  9d4244d5e4777e9a966d2c65245014c5                    2   \n",
       " 19  ...  257d9fda1d703e26946ec508e6feca67                    2   \n",
       " 20  ...  a57597d63e3d492da0ad0daaaaa88c96                    2   \n",
       " 21  ...  a44dddb4d96fec272ef40e54cfd73ecf                    2   \n",
       " 22  ...  aedb5ba8f6562dcbd6a9d1214a39013b                    2   \n",
       " 23  ...  85286303dc10f28ccc809655362a8e54                    2   \n",
       " 24  ...  846ec2089396df8be3a362ce23913155                    2   \n",
       " 25  ...  cb1a1aa1fd2d2d7499eeb040770b0b48                    2   \n",
       " 26  ...  64dae6917278e4f95dc837581c2e40a1                    2   \n",
       " 27  ...  63abda7e8077c853ac365a663ca833da                    2   \n",
       " 28  ...  abbc117ad58582326ee1c099e8f099da                    2   \n",
       " 29  ...  189c1070d883e3f97db94255d9736b5c                    2   \n",
       " 30  ...  86ca50b7e28c41069941166e65ebdb6f                    2   \n",
       " 31  ...  e2f8b4e2efd9bb8697cd4b0530f9e3f9                    2   \n",
       " 32  ...  2df3bca794b66122f4067025f1d6ce6f                    2   \n",
       " 33  ...  788ad4c44fc46bc0ac4acac916df0e35                    2   \n",
       " 34  ...  77f169574746b3802cf9973bc022ab54                    2   \n",
       " 35  ...  4b48b0b2085e755301ab80e4a8b96567                    2   \n",
       " 36  ...  2ff6841c9fbc4098c307fe6e334c0c05                    2   \n",
       " 37  ...  0e8c7061445cb056626cd406b14d2b76                    2   \n",
       " 38  ...  ad6f766a27834efec62254bb58ecf996                    2   \n",
       " 39  ...  e1b227ff687330b4ff9aa041fd487686                    2   \n",
       " \n",
       "             recruiter.recruiterPhoto comp.compScale  \\\n",
       " 0    5f8f986c79c7cc70efbf36c808u.jpg         50-99人   \n",
       " 1    62f9b6d652b8d75519aa43ef04u.png     1000-2000人   \n",
       " 2    5f8f9866dfb13a7dee342f1808u.jpg         50-99人   \n",
       " 3    5f8f9865ea60860b75384fa508u.jpg       500-999人   \n",
       " 4    5f8f9863f6d1ab58476f246a08u.jpg     2000-5000人   \n",
       " 5    5f8f9866dfb13a7dee342f1808u.jpg       10000人以上   \n",
       " 6    56a97fab45ce2797ac3ddbb306a.png     2000-5000人   \n",
       " 7    5f8f9865ea60860b75384fa508u.jpg       100-499人   \n",
       " 8    5f8f98698dbe6273dcf8516008u.jpg       500-999人   \n",
       " 9    5f8f9863f6d1ab58476f246a08u.jpg    5000-10000人   \n",
       " 10   5f8f98648dbe6273dcf8515508u.jpg         50-99人   \n",
       " 11   644b6e2829b46c4d153b48cf05u.png         50-99人   \n",
       " 12   5ed07edb15b5366045ca70bf06u.jpg         50-99人   \n",
       " 13   62b96f1408bee4201e5c6fe507u.jpg       100-499人   \n",
       " 14   5f8f98648dbe6273dcf8515508u.jpg       100-499人   \n",
       " 15   5f8f9866dfb13a7dee342f1808u.jpg     1000-2000人   \n",
       " 16   54d1e78d712eb4f6b84c788f02c.jpg     2000-5000人   \n",
       " 17   5a4c79aa8e50ad8c0fbd85fa04a.png       10000人以上   \n",
       " 18   62f06880743dc73cbfd1451002u.png    5000-10000人   \n",
       " 19   5f8f9865ea60860b75384fa508u.jpg         50-99人   \n",
       " 20   5f8f98698dbe6273dcf8516008u.jpg          1-49人   \n",
       " 21   5f8f9863f6d1ab58476f246a08u.jpg     2000-5000人   \n",
       " 22   6205ba203980120bdfd244b201u.jpg       100-499人   \n",
       " 23   5f8f9866dfb13a7dee342f1808u.jpg       10000人以上   \n",
       " 24   5f8f9863f6d1ab58476f246a08u.jpg       100-499人   \n",
       " 25   5f8f9863f6d1ab58476f246a08u.jpg       10000人以上   \n",
       " 26   62ea8930fd3e716f04977f7206u.png     2000-5000人   \n",
       " 27   5f8f9866dfb13a7dee342f1808u.jpg       10000人以上   \n",
       " 28   5f8f98648dbe6273dcf8515508u.jpg         50-99人   \n",
       " 29   5f8f9866dfb13a7dee342f1808u.jpg    5000-10000人   \n",
       " 30   5f8f986779c7cc70efbf36c008u.jpg       100-499人   \n",
       " 31   56f20b9645ce40c53ba2d18f04a.jpg     1000-2000人   \n",
       " 32  5fa222db930a7616c5f3e21b06u.jpeg       10000人以上   \n",
       " 33   5f8f986779c7cc70efbf36c008u.jpg       100-499人   \n",
       " 34   5f8f98648dbe6273dcf8515508u.jpg       100-499人   \n",
       " 35   5f5205faf6d1ab58474a4bdb06u.png          1-49人   \n",
       " 36   5f8f98698dbe6273dcf8516008u.jpg       100-499人   \n",
       " 37   5f8f9865ea60860b75384fa508u.jpg       100-499人   \n",
       " 38   5f8f986779c7cc70efbf36c008u.jpg       100-499人   \n",
       " 39   5f8f98648dbe6273dcf8515508u.jpg     1000-2000人   \n",
       " \n",
       "                       comp.compLogo                   comp.compName  \\\n",
       " 0   61c1924e642c8c0bf718876205u.png                            广金征信   \n",
       " 1   60e2fe0bf3df194a3c48adb502u.png                   某广州知名专业技术服务公司   \n",
       " 2   5bfe90d374719d35745ab60e03a.png                            华科同安   \n",
       " 3   6048a1cc3166ed731144ce6c02u.png                   新超硕科技(北京)有限公司   \n",
       " 4   5ae1750c8e50ff6eb70569ad05a.jpg                  友邦资讯科技(广州)有限公司   \n",
       " 5   642144af49071742bce703c108u.png                 广发银行股份有限公司信用卡中心   \n",
       " 6   5bfe969f74719df0ac990fee03a.png                      亿达信息技术有限公司   \n",
       " 7   63fc4cba491c5e525bf814ae02u.png                      深圳道乐科技有限公司   \n",
       " 8   5bfe987274719df0ac996f4203a.png                   广东省国际工程咨询有限公司   \n",
       " 9   5bfe95c674719df0ac98e51303a.png                            视源股份   \n",
       " 10  5bfe9a5874719df0ac99cfa203a.png                            玖晔网络   \n",
       " 11  61b07937d0458d53c627567e02u.jpg  DOUBLE KOI TECHNOLOGY SERVICES   \n",
       " 12  60e2fe0bf3df194a3c48adb502u.png                     某上海科技推广服务公司   \n",
       " 13  60e2fe0bf3df194a3c48adb502u.png                           某知名公司   \n",
       " 14  63fc7d84fc505e0a5fbade2c06u.png                  广州市孚瑞汽车零配件有限公司   \n",
       " 15  59029b747032a701b89b8b7a04a.jpg                  上海华钦信息科技股份有限公司   \n",
       " 16  5bfe91b674719d35745ae24c03a.png                            凯普生物   \n",
       " 17  5bfea23274719d2aa34c4e6403a.png                            金碧物业   \n",
       " 18  5c4970d4509919607f6b701f06u.png                    Michael Page   \n",
       " 19  61b07937d0458d53c627567e02u.jpg                    广州宇中网络科技有限公司   \n",
       " 20  61b07937d0458d53c627567e02u.jpg                      嘉仕软件江苏有限公司   \n",
       " 21  5ae1750c8e50ff6eb70569ad05a.jpg                  友邦资讯科技(广州)有限公司   \n",
       " 22  60e2fe0bf3df194a3c48adb502u.png                       知名电商代运营公司   \n",
       " 23  610cc8e738183467af915b1108u.png                            中电金信   \n",
       " 24  5bfe9b9774719df0ac9a0d1803a.png                      广州卓腾科技有限公司   \n",
       " 25  5bfea5f974719d2aa34cef7003a.png                      中国联通广东省分公司   \n",
       " 26  5ae1750c8e50ff6eb70569ad05a.jpg                  友邦资讯科技(广州)有限公司   \n",
       " 27  5d887b5528021708fa52b44403u.jpg                            字节跳动   \n",
       " 28  5bfe9a5874719df0ac99cfa203a.png                            玖晔网络   \n",
       " 29  5bfe95c674719df0ac98e51303a.png                            视源股份   \n",
       " 30  61b07937d0458d53c627567e02u.jpg                    广州湖森电子科技有限公司   \n",
       " 31  5bfe9ea874719d2aa34b9e3b03a.png                            云康集团   \n",
       " 32  60e2fe0bf3df194a3c48adb502u.png                   某广州大型专业技术服务公司   \n",
       " 33  58e712317032d65ebc55a8ea05a.jpg                      广东金朋科技有限公司   \n",
       " 34  61b07937d0458d53c627567e02u.jpg                      杭州中湘科技有限公司   \n",
       " 35  61b07937d0458d53c627567e02u.jpg                    广州汇才创智科技有限公司   \n",
       " 36  59bb74a770328eecdbaf843704a.png                       蜂助手股份有限公司   \n",
       " 37  600a5198f5129c6de7fd62e806u.jpg                            摩航时代   \n",
       " 38  5e38f3e729d83a67544619cd08u.jpg                            盈米基金   \n",
       " 39  5d81de2928021708fa49d95907u.png                           好太太集团   \n",
       " \n",
       "    comp.compId comp.compIndustry                                 comp.link  \\\n",
       " 0   12447389.0            专业技术服务  https://www.liepin.com/company/12447389/   \n",
       " 1          NaN            专业技术服务                                             \n",
       " 2    7887101.0           电气机械/器材   https://www.liepin.com/company/7887101/   \n",
       " 3    8586384.0           电气机械/器材   https://www.liepin.com/company/8586384/   \n",
       " 4    1640101.0             计算机软件   https://www.liepin.com/company/1640101/   \n",
       " 5    6657635.0                银行   https://www.liepin.com/company/6657635/   \n",
       " 6    8092060.0             计算机软件   https://www.liepin.com/company/8092060/   \n",
       " 7    8061249.0             计算机软件   https://www.liepin.com/company/8061249/   \n",
       " 8    9249822.0            专业技术服务   https://www.liepin.com/company/9249822/   \n",
       " 9    7854025.0             计算机软件   https://www.liepin.com/company/7854025/   \n",
       " 10   8681801.0              科技金融   https://www.liepin.com/company/8681801/   \n",
       " 11  13343303.0               区块链  https://www.liepin.com/company/13343303/   \n",
       " 12         NaN            科技推广服务                                             \n",
       " 13         NaN            科技推广服务                                             \n",
       " 14  12536369.0          汽车零部件及配件  https://www.liepin.com/company/12536369/   \n",
       " 15   8598051.0             计算机软件   https://www.liepin.com/company/8598051/   \n",
       " 16   8086509.0                制药   https://www.liepin.com/company/8086509/   \n",
       " 17   7922599.0          房地产租赁/中介   https://www.liepin.com/company/7922599/   \n",
       " 18   1790705.0            人力资源服务   https://www.liepin.com/company/1790705/   \n",
       " 19  13053643.0               互联网  https://www.liepin.com/company/13053643/   \n",
       " 20   9450870.0             计算机软件   https://www.liepin.com/company/9450870/   \n",
       " 21   1640101.0             计算机软件   https://www.liepin.com/company/1640101/   \n",
       " 22         NaN              电子商务                                             \n",
       " 23  10218025.0             计算机软件  https://www.liepin.com/company/10218025/   \n",
       " 24   7967338.0             计算机软件   https://www.liepin.com/company/7967338/   \n",
       " 25   2034027.0          运营商/增值服务   https://www.liepin.com/company/2034027/   \n",
       " 26   1640101.0             计算机软件   https://www.liepin.com/company/1640101/   \n",
       " 27   7863078.0               互联网   https://www.liepin.com/company/7863078/   \n",
       " 28   8681801.0              科技金融   https://www.liepin.com/company/8681801/   \n",
       " 29   7854025.0             计算机软件   https://www.liepin.com/company/7854025/   \n",
       " 30   9399844.0       电子/半导体/集成电路   https://www.liepin.com/company/9399844/   \n",
       " 31   2367398.0              医疗机构   https://www.liepin.com/company/2367398/   \n",
       " 32         NaN            专业技术服务                                             \n",
       " 33   8306654.0              智能硬件   https://www.liepin.com/company/8306654/   \n",
       " 34  13391899.0               互联网  https://www.liepin.com/company/13391899/   \n",
       " 35  12348605.0              培训服务  https://www.liepin.com/company/12348605/   \n",
       " 36   8854855.0           生活服务O2O   https://www.liepin.com/company/8854855/   \n",
       " 37  12164739.0               互联网  https://www.liepin.com/company/12164739/   \n",
       " 38   9954019.0          基金/证券/期货   https://www.liepin.com/company/9954019/   \n",
       " 39   8304383.0             家具/家居   https://www.liepin.com/company/8304383/   \n",
       " \n",
       "     comp.compStage  \n",
       " 0              NaN  \n",
       " 1              已上市  \n",
       " 2              NaN  \n",
       " 3              NaN  \n",
       " 4             港股上市  \n",
       " 5              NaN  \n",
       " 6              NaN  \n",
       " 7            融资未公开  \n",
       " 8              NaN  \n",
       " 9           沪深A股上市  \n",
       " 10           融资未公开  \n",
       " 11             NaN  \n",
       " 12             NaN  \n",
       " 13              A轮  \n",
       " 14           融资未公开  \n",
       " 15             NaN  \n",
       " 16          沪深A股上市  \n",
       " 17             NaN  \n",
       " 18             NaN  \n",
       " 19             NaN  \n",
       " 20           融资未公开  \n",
       " 21            港股上市  \n",
       " 22             天使轮  \n",
       " 23              B轮  \n",
       " 24           融资未公开  \n",
       " 25             NaN  \n",
       " 26            港股上市  \n",
       " 27              其他  \n",
       " 28           融资未公开  \n",
       " 29          沪深A股上市  \n",
       " 30             NaN  \n",
       " 31             NaN  \n",
       " 32           D轮及以上  \n",
       " 33             NaN  \n",
       " 34             NaN  \n",
       " 35             NaN  \n",
       " 36           融资未公开  \n",
       " 37             NaN  \n",
       " 38              B轮  \n",
       " 39             已上市  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
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       " \n",
       "                                            dataParams  \\\n",
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       " \n",
       "                                            job.labels  \\\n",
       " 0       [javascript, css, react, vue, html, git, 小程序]   \n",
       " 1        [Vue, Angular, React, Javascript, HTML, CSS]   \n",
       " 2   [前端开发, 界面开发, HTML, HTML5, CSS, Sass, Javascrip...   \n",
       " 3                                  [React, AEM, 前端开发]   \n",
       " 4             [前端开发, 大数据领域, ECMAScript 6, ECMAScript]   \n",
       " 5                                 [界面开发, React, Sass]   \n",
       " 6   [前端开发, Vue, CSS, Unix, Linux, Javascript, 政府/政...   \n",
       " 7                                         [前端开发, 小程序]   \n",
       " 8                                                  []   \n",
       " 9   [界面开发, Node.js, Vue, Vue.js, 前端开发, MVVM, React...   \n",
       " 10  [前端开发, 界面开发, React, Vue, Ember, jQuery, 模块开发, ...   \n",
       " 11  [前端开发, 界面开发, 后端开发, 框架设计, 框架开发, 系统开发, HTML, HTML5]   \n",
       " 12           [前端开发, Echarts, 界面开发, React, 框架设计, 框架开发]   \n",
       " 13  [前端开发, 界面开发, React, jQuery, Vue, 模块开发, Ember, ...   \n",
       " 14  [前端开发, Echarts, 系统开发, Vue, 界面开发, React, Node.j...   \n",
       " 15                                      [前端开发, HTML5]   \n",
       " 16        [游戏开发, 引擎开发, 移动开发, Javascript, HTML, HTML5]   \n",
       " 17  [界面开发, 前端开发, Grunt, 移动开发, Stylus, 架构设计, CSS, R...   \n",
       " 18                           [前端开发, 移动开发, Web开发, Vue]   \n",
       " 19                                   [大牛带队, 技术快速更新迭代]   \n",
       " 20    [javascript, css, css3, react, vue, 网络协议, saas]   \n",
       " 21  [Web开发, Vue, 前端开发, React, 架构设计, Webpack, Ant D...   \n",
       " 22  [Web开发, Vue, HTML5, 框架设计, 需求分析, HTML, Javascript]   \n",
       " 23               [javascript, css, 前端开发, vue, jquery]   \n",
       " 24  [前端开发, 框架开发, 框架设计, 云计算领域, HTML, CSS, ECMAScrip...   \n",
       " 25                     [React, CSS, Javascript, HTML]   \n",
       " 26  [React, 前端开发, 移动开发, Web开发, Babel, 框架开发, 框架设计, ...   \n",
       " 27                                          [Reactjs]   \n",
       " 28          [前端开发, 框架开发, 框架设计, Javascript, CSS, HTML]   \n",
       " 29                                              [H5端]   \n",
       " 30                   [架构设计, 前端开发, 架构开发, iOS, Android]   \n",
       " 31                          [前端开发, 界面开发, 服务器开发, 架构设计]   \n",
       " 32                    [前端开发, Web开发, 界面开发, 电商领域, 金融领域]   \n",
       " 33           [HTML, JSS, JSON, CSS, HTTP协议, Vuejs、Re]   \n",
       " 34                                      [前端开发, React]   \n",
       " 35                  [前端开发, 框架设计, 框架开发, MVVM, Webpack]   \n",
       " 36  [前端开发, 界面开发, 架构设计, MVVM, 框架开发, 框架设计, Gulp, Web...   \n",
       " 37  [前端开发, Vue, 界面开发, React, jQuery, 模块开发, Ember, ...   \n",
       " 38  [前端开发, Javascript, jQuery, Node.js, Vue, React...   \n",
       " 39                                            [React]   \n",
       " \n",
       "                                        job.dataPromId job.requireWorkYears  \\\n",
       " 0   d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...                 3-5年   \n",
       " 1   d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...                 3-5年   \n",
       " 2   d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...                 3-5年   \n",
       " 3   d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...                5-10年   \n",
       " 4   d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...                5-10年   \n",
       " 5   d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...                 3-5年   \n",
       " 6   d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...                5-10年   \n",
       " 7   d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...                 1-3年   \n",
       " 8   d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...                 1-3年   \n",
       " 9   d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...                 1-3年   \n",
       " 10  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...                 经验不限   \n",
       " 11  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...                 3-5年   \n",
       " 12  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...                 3-5年   \n",
       " 13  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...                5-10年   \n",
       " 14  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...                5-10年   \n",
       " 15  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...                 3-5年   \n",
       " 16  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...                 1-3年   \n",
       " 17  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...                 3-5年   \n",
       " 18  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...                 3-5年   \n",
       " 19  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...                 1-3年   \n",
       " 20  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...                 3-5年   \n",
       " 21  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...                5-10年   \n",
       " 22  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...                 3-5年   \n",
       " 23  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...                 3-5年   \n",
       " 24  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...                5-10年   \n",
       " 25  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...                5-10年   \n",
       " 26  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...                5-10年   \n",
       " 27  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...                10年以上   \n",
       " 28  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...                 3-5年   \n",
       " 29  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...                 3-5年   \n",
       " 30  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...                5-10年   \n",
       " 31  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...                 3-5年   \n",
       " 32  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...                 3-5年   \n",
       " 33  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...                5-10年   \n",
       " 34  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...                5-10年   \n",
       " 35  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...                5-10年   \n",
       " 36  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...                5-10年   \n",
       " 37  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...                 1-3年   \n",
       " 38  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...                 1-3年   \n",
       " 39  d_sfrom=search_prime&d_ckId=null&d_curPage=3&d...                 3-5年   \n",
       " \n",
       "                  job.title job.refreshTime job.jobKind job.jobId  job.topJob  \\\n",
       " 0                  前端开发工程师  20230509171330           2  38578311       False   \n",
       " 1                  前端开发工程师  20230517095625           2  51589917       False   \n",
       " 2                     前端开发  20230309113541           2  50726889       False   \n",
       " 3         高级前端开发工程师（React)  20230524141754           2  51526881       False   \n",
       " 4           前端开发工程师-飞书人力套件  20230524014915           2  44314533       False   \n",
       " 5           前端UI开发工程师（需英语）  20230526094251           2  58761643       False   \n",
       " 6                高级前端开发工程师  20230425140255           2  58118095       False   \n",
       " 7                  前端开发工程师  20230523135626           2  36532681       False   \n",
       " 8               WEB前端开发工程师  20230512094533           2  51679631       False   \n",
       " 9               Web前端开发工程师  20230320143422           2  57110857       False   \n",
       " 10                    前端开发  20230522093424           1  46304579       False   \n",
       " 11              数字化前端开发工程师  20230503162412           1  44545737       False   \n",
       " 12         前端开发工程师(J12626)  20230504180155           2  55766989       False   \n",
       " 13            高级WEB前端开发工程师  20230516140721           2  58584575       False   \n",
       " 14                前端开发（高级）  20230530102810           2  57983433       False   \n",
       " 15               H5前端开发工程师  20230503180210           1  45566049       False   \n",
       " 16                  H5前端开发  20230321173214           2  56676089       False   \n",
       " 17               高级前端开发工程师  20230322152455           2  55074161       False   \n",
       " 18              WEB前端开发工程师  20230424094007           2  57908871       False   \n",
       " 19              web前端开发工程师  20230506194620           2  46812995       False   \n",
       " 20                 前端开发工程师  20210716113104           2  35387553       False   \n",
       " 21               高级前端开发工程师  20230420084821           2  57958181       False   \n",
       " 22                    前端开发  20230523104751           2  58760407       False   \n",
       " 23              WEB前端开发工程师  20230424093809           2  31854569       False   \n",
       " 24          高级前端开发工程师-飞书文档  20230525021119           2  46583415       False   \n",
       " 25                    前端开发  20230505175446           2  58238971       False   \n",
       " 26              前端开发leader  20230512094540           2  49551093       False   \n",
       " 27    高级前端开发工程师(Reactjs方向)  20230519115927           2  58580401       False   \n",
       " 28                    前端开发  20230426110122           2  58146537       False   \n",
       " 29                    前端开发  20230531190637           1  45565583       False   \n",
       " 30               高级前端开发工程师  20230511144623           2  52414333       False   \n",
       " 31  元璟资本被投公司-聚水潭-高级前端开发工程师  20230515152555           2  50143461       False   \n",
       " 32             WEB 前端开发工程师  20230511160844           1  46043057       False   \n",
       " 33               高级前端开发工程师  20230518090143           2  50405299       False   \n",
       " 34                  前端开发组长  20230314155356           2  56959525       False   \n",
       " 35                 前端开发工程师  20220817171103           2  50510097       False   \n",
       " 36               高级前端开发工程师  20230515170308           1  46131649       False   \n",
       " 37                 WEB前端开发  20230508163425           2  58377691       False   \n",
       " 38                 前端开发工程师  20230531093841           2  47975423       False   \n",
       " 39    React前端开发工程师(J10339)  20230308194634           2  56809463       False   \n",
       " \n",
       "     ...             recruiter.recruiterId recruiter.recruiterName  \\\n",
       " 0   ...  fd19d5f352784ecb89f25b7f24a569a6                     丁女士   \n",
       " 1   ...  f0ab5625302d9c135ed2c38c2e09682d                     余先生   \n",
       " 2   ...  a952dd12ad4b6ce63cc294dab0f06b7b                     梁女士   \n",
       " 3   ...  19781dc16b75a3fad2fa0a0173bbdab8                     肖女士   \n",
       " 4   ...  a24edfde0e7a12a65ad05843f183bf97                     郭女士   \n",
       " 5   ...  51d5a980bedc949d7e566c43d2134f8a                     官先生   \n",
       " 6   ...  ac49cc45dd107fa733d71d9580de3533                     郭女士   \n",
       " 7   ...  c90fb7e9cd974c9c751f65f9b38609b2                     朱女士   \n",
       " 8   ...  7803f27ffcbb3f14086ed874404fc06c                     黄女士   \n",
       " 9   ...  597c4bf543fa8cfb9bb8f0bbca7d1159                     余女士   \n",
       " 10  ...  dd9457e28c0ee3ac22fb3e65a8aaa3ca                     翁先生   \n",
       " 11  ...  d329dc4754ba3a082d3f6265d93004c9                     吴女士   \n",
       " 12  ...  b72db97a93ec083f4e574c9d5ac7a95b                     关女士   \n",
       " 13  ...  05ff20357fe9361a27f7d79a7fb39329                     姜女士   \n",
       " 14  ...  08e4b7710d87386c452b3baea68b57ec                     张女士   \n",
       " 15  ...  4bff1901cfced8fd2dbbe5a99e50306b                     孙女士   \n",
       " 16  ...  600132175b2709a5d3253fbdf0e88643                     黄女士   \n",
       " 17  ...  2d886fba4f2f8738a618ae7a722a8487                     纪女士   \n",
       " 18  ...  ea923dd63e8c3229eab76b5dfbb30bf9                     谢女士   \n",
       " 19  ...  0042dacfb48178e98761eb2ffb64e351                     吴女士   \n",
       " 20  ...  1179ef18659d2c80bed8f56ac8abc67b                     蔡女士   \n",
       " 21  ...  1c6bcc0679d68d5a9cb21e2ef64e3827                     邓先生   \n",
       " 22  ...  9d5648beaf0e073d0b8165bda9b14d3e                     尹女士   \n",
       " 23  ...  38768a1f492cd9e4c4d4ec9b9e222e7f                     宛女士   \n",
       " 24  ...  4eeaefe30d202044e502cd64c1804f8e                     庄女士   \n",
       " 25  ...  c74ce52af9e6eaa8709ef10c7bc9fd53                     何女士   \n",
       " 26  ...  7803f27ffcbb3f14086ed874404fc06c                     黄女士   \n",
       " 27  ...  c8e54ea9ff03a1a569c96c641bf085fa                     钟女士   \n",
       " 28  ...  99a194ee2437e92c91d7a6d0325ea286                     阳女士   \n",
       " 29  ...  6085f1d2ee503529014c576f0c8d12df                     王女士   \n",
       " 30  ...  17910dba02587498288792eccf3f101c                     黄女士   \n",
       " 31  ...  1c51ed61bf8d8cd789a80cb2ad670d70                     王女士   \n",
       " 32  ...  26e363a6969074a49896444ea64790e3                     蔡先生   \n",
       " 33  ...  699dcbcaf177a560ae9cefb2fcde59b4                     李女士   \n",
       " 34  ...  bc34cd0b4337dcab89009a138a9f9c5c                     胡女士   \n",
       " 35  ...  59a3a0e5e8433a132d31736c497c4275                     田女士   \n",
       " 36  ...  9fe02a1d3123c90d8f996df3fd0ec0d2                     余先生   \n",
       " 37  ...  481c509f36c71a69f43c48e8f64b7885                     朱女士   \n",
       " 38  ...  309b3457c86f15845d35c8258a2c75e4                     谭女士   \n",
       " 39  ...  02900dd39ac6901dc1610573169ab93e                     冯女士   \n",
       " \n",
       "     recruiter.recruiterTitle comp.compScale comp.compId comp.compStage  \\\n",
       " 0                      顾问(C)         50-99人   9287730.0          融资未公开   \n",
       " 1                      总裁办主任         50-99人   9831379.0            NaN   \n",
       " 2                       项目经理          1-49人  10024883.0            NaN   \n",
       " 3                         HR     2000-5000人   1640101.0           港股上市   \n",
       " 4                       招聘专家       10000人以上   7863078.0             其他   \n",
       " 5                         招聘       500-999人   8126910.0            NaN   \n",
       " 6                       招聘专员       10000人以上   7604446.0            已上市   \n",
       " 7                         人事     1000-2000人  12445075.0            NaN   \n",
       " 8                       高级招聘       100-499人   7920718.0            NaN   \n",
       " 9                      招聘负责人       500-999人   7892457.0           战略投资   \n",
       " 10                      猎头顾问    5000-10000人         NaN            NaN   \n",
       " 11                      猎头顾问       500-999人         NaN          融资未公开   \n",
       " 12              人力资源伙伴(HRBP)    5000-10000人   7939633.0            NaN   \n",
       " 13         Project executive          1-49人  13025287.0            NaN   \n",
       " 14                      招聘管理     2000-5000人    552933.0            NaN   \n",
       " 15                      猎头顾问    5000-10000人         NaN           战略融资   \n",
       " 16                      人事专员       100-499人   9410046.0           战略投资   \n",
       " 17                      招聘专员       100-499人  12500843.0             B轮   \n",
       " 18                      招聘专员       100-499人  13414269.0            NaN   \n",
       " 19                        HR       500-999人   8166526.0            NaN   \n",
       " 20                       副总裁       100-499人  12540289.0             A轮   \n",
       " 21                 移动前端开发工程师         50-99人  13514957.0            NaN   \n",
       " 22                      行政主管          1-49人  13221861.0            NaN   \n",
       " 23                       设计师     2000-5000人    170110.0          创业板上市   \n",
       " 24                    寻访员(R)       10000人以上   7863078.0             其他   \n",
       " 25                      人事助理          1-49人  10201119.0            NaN   \n",
       " 26                      高级招聘       100-499人   7920718.0            NaN   \n",
       " 27             广州腾米克软件科技有限公司         50-99人   8400716.0            NaN   \n",
       " 28                                 500-999人   7978299.0          融资未公开   \n",
       " 29                      猎头顾问    5000-10000人         NaN           战略融资   \n",
       " 30                      人事主管       500-999人   9303632.0            NaN   \n",
       " 31                                   50-99人  10212753.0            NaN   \n",
       " 32                      猎头顾问                        NaN            NaN   \n",
       " 33                                 500-999人   9678658.0            NaN   \n",
       " 34                                 100-499人  10003405.0          融资未公开   \n",
       " 35                      招聘经理     2000-5000人   2115085.0         沪深A股上市   \n",
       " 36                      猎头顾问       100-499人         NaN          融资未公开   \n",
       " 37                       HRD       100-499人  10122365.0          融资未公开   \n",
       " 38                      招聘专员         50-99人   2660976.0            NaN   \n",
       " 39                 其他销售/客服职位     1000-2000人   7855878.0             D轮   \n",
       " \n",
       "                       comp.compLogo     comp.compName  \\\n",
       " 0   60a61fd3d2c6470a6cd6f7b604u.png      广州优盟网络信息有限公司   \n",
       " 1   5cd42764d3ced448644c351602u.png              国腾量子   \n",
       " 2   61b07937d0458d53c627567e02u.jpg      广东中际教育科技有限公司   \n",
       " 3   5ae1750c8e50ff6eb70569ad05a.jpg    友邦资讯科技(广州)有限公司   \n",
       " 4   5d887b5528021708fa52b44403u.jpg              字节跳动   \n",
       " 5   5bfe973174719df0ac992d5703a.png              华粤集团   \n",
       " 6   5d8c1e41d0e79f08cf11c72e04u.jpg              法本信息   \n",
       " 7   63e4694a5cb29a443ec39e7006u.png     索芙特易购网络科技有限公司   \n",
       " 8   5bfea0b174719d2aa34c034503a.png                奔步   \n",
       " 9   5bfea11474719d2aa34c16b103a.png              易幻网络   \n",
       " 10  60e2fe0bf3df194a3c48adb502u.png        某广州大型互联网公司   \n",
       " 11  60e2fe0bf3df194a3c48adb502u.png         某特级智能建造企业   \n",
       " 12  5b7d04f48e5016e5665c193104a.jpg     浩鲸云计算科技股份有限公司   \n",
       " 13  61b33ab754b07f5221942a9407u.jpg          InsCoder   \n",
       " 14  5bfea2fc74719d2aa34c73fb03a.png        广东亿迅科技有限公司   \n",
       " 15  60e2fe0bf3df194a3c48adb502u.png      某大型知名计算机软件公司   \n",
       " 16  62eb2cff7f2ae41acfa6264501u.png      广州炫动信息科技有限公司   \n",
       " 17  5fd9d20dab89db035bf3247a01u.png       四千里数据科技有限公司   \n",
       " 18  642e82c58b791015aae8d2ab04u.png              白驹科技   \n",
       " 19  624a9b1378302f2c469582d607u.png            广州乐牛游戏   \n",
       " 20  600e61f93a8b7e52c6dfb85d08u.jpg              94智能   \n",
       " 21  61b22df2afe5be721cc07e8902u.jpg      广州博悦数字科技有限公司   \n",
       " 22  619cf3b91bd4fb704e4841b306u.jpg    广州龙联科技文化发展有限公司   \n",
       " 23  5d1ea8a63ee8b11dd4aa762703u.png              赛意信息   \n",
       " 24  5d887b5528021708fa52b44403u.jpg              字节跳动   \n",
       " 25  61b07937d0458d53c627567e02u.jpg      上海言某信息科技有限公司   \n",
       " 26  5bfea0b174719d2aa34c034503a.png                奔步   \n",
       " 27  5bfe9b3074719df0ac99f91703a.png               FMC   \n",
       " 28  6049c952c0075561460d950f08u.png     深圳市同和信息技术有限公司   \n",
       " 29  60e2fe0bf3df194a3c48adb502u.png             某知名公司   \n",
       " 30  5bfea19074719d2aa34c2ecc03a.png       浙江凯乐士科技有限公司   \n",
       " 31  5ee38a0315b5366045da1a8008u.jpg              元璟资本   \n",
       " 32  60e2fe0bf3df194a3c48adb502u.png       某国内专业技术服务公司   \n",
       " 33  629da182961dea439f6c2a6206u.png    广东博众智能科技投资有限公司   \n",
       " 34  5f2e1fcd30c37c3d011b58dd04u.png   蜜源(广州)新媒体科技有限公司   \n",
       " 35  5bfea4ec74719d2aa34cd0ba03a.png      佳都科技集团股份有限公司   \n",
       " 36  60e2fe0bf3df194a3c48adb502u.png        某知名互联网电商企业   \n",
       " 37  5d2eede1dde7f0565c180dd001u.jpg  宏脉信息技术(广州)股份有限公司   \n",
       " 38  6275cef6df61e06de5874b2108u.png             新文溯科技   \n",
       " 39  5bfe93d774719d9f609ab2e903a.png             云智慧北京   \n",
       " \n",
       "                                    comp.link comp.compIndustry  \n",
       " 0    https://www.liepin.com/company/9287730/             计算机软件  \n",
       " 1    https://www.liepin.com/company/9831379/              通信设备  \n",
       " 2   https://www.liepin.com/company/10024883/              培训服务  \n",
       " 3    https://www.liepin.com/company/1640101/             计算机软件  \n",
       " 4    https://www.liepin.com/company/7863078/               互联网  \n",
       " 5    https://www.liepin.com/company/8126910/              医疗器械  \n",
       " 6    https://www.liepin.com/company/7604446/              IT服务  \n",
       " 7   https://www.liepin.com/company/12445075/              电子商务  \n",
       " 8    https://www.liepin.com/company/7920718/             计算机软件  \n",
       " 9    https://www.liepin.com/company/7892457/                游戏  \n",
       " 10                                                         互联网  \n",
       " 11                                                      房地产/建筑  \n",
       " 12   https://www.liepin.com/company/7939633/             计算机软件  \n",
       " 13  https://www.liepin.com/company/13025287/            专业技术服务  \n",
       " 14    https://www.liepin.com/company/552933/             计算机软件  \n",
       " 15                                                       计算机软件  \n",
       " 16   https://www.liepin.com/company/9410046/                游戏  \n",
       " 17  https://www.liepin.com/company/12500843/              电子商务  \n",
       " 18  https://www.liepin.com/company/13414269/              电子商务  \n",
       " 19   https://www.liepin.com/company/8166526/                游戏  \n",
       " 20  https://www.liepin.com/company/12540289/              人工智能  \n",
       " 21  https://www.liepin.com/company/13514957/             计算机软件  \n",
       " 22  https://www.liepin.com/company/13221861/          广播/影视/录音  \n",
       " 23    https://www.liepin.com/company/170110/             计算机软件  \n",
       " 24   https://www.liepin.com/company/7863078/               互联网  \n",
       " 25  https://www.liepin.com/company/10201119/             计算机软件  \n",
       " 26   https://www.liepin.com/company/7920718/             计算机软件  \n",
       " 27   https://www.liepin.com/company/8400716/               互联网  \n",
       " 28   https://www.liepin.com/company/7978299/             计算机软件  \n",
       " 29                                                       计算机软件  \n",
       " 30   https://www.liepin.com/company/9303632/             机械/设备  \n",
       " 31  https://www.liepin.com/company/10212753/          基金/证券/期货  \n",
       " 32                                                      专业技术服务  \n",
       " 33   https://www.liepin.com/company/9678658/          基金/证券/期货  \n",
       " 34  https://www.liepin.com/company/10003405/               互联网  \n",
       " 35   https://www.liepin.com/company/2115085/             计算机软件  \n",
       " 36                                                        电子商务  \n",
       " 37  https://www.liepin.com/company/10122365/             计算机软件  \n",
       " 38   https://www.liepin.com/company/2660976/             计算机软件  \n",
       " 39   https://www.liepin.com/company/7855878/              IT服务  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
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       "                                            dataParams  \\\n",
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       " \n",
       "                                            job.labels  \\\n",
       " 0   [前端开发, HTML5, Javascript, CSS, ElementUI, Reac...   \n",
       " 1   [前端开发, 界面开发, Echarts, 架构设计, Highcharts, 框架设计, ...   \n",
       " 2         [后端开发, Node.js, 前端开发, CSS, Sass, Less, D语言]   \n",
       " 3                                           [angular]   \n",
       " 4   [界面开发, Vue, React, jQuery, 框架开发, 框架设计, Angular...   \n",
       " 5                                 [框架开发, 框架设计, 云计算领域]   \n",
       " 6   [Angular, 前端开发, HTML5, CSS3, Javascript, Node....   \n",
       " 7                 [TypeScript, WebGL, Three.js, 3D开发]   \n",
       " 8                                           [Angular]   \n",
       " 9                                   [Vue, Java, 银行领域]   \n",
       " 10                           [电商团队 , 业务运维, 前端开发, 数字化]   \n",
       " 11  [前端开发, Vue, ElementUI, React, 框架开发, 框架设计, Angu...   \n",
       " 12  [前端开发, Vue, React, Javascript, 需求分析, 文娱行业, 小说类...   \n",
       " 13  [前端开发, Javascript, CSS, HTML, Vue, AngularJS, ...   \n",
       " 14  [javascript, css, react, vue, html, webpack, a...   \n",
       " 15                                         [Electron]   \n",
       " 16                                     [Vue, Leaflet]   \n",
       " 17                                 [前端开发, 界面开发, 网络开发]   \n",
       " 18     [Bootstrap, 前端开发, MVVM, MVC, HTML, HTML5, D语言]   \n",
       " 19                          [React, TypeScript, 前端开发]   \n",
       " 20  [ESLint, 界面开发, uni-app, Grunt, 前端开发, 架构设计, 需求分...   \n",
       " 21     [前端开发, Vue, React, Angular, 框架设计, 框架开发, 服务器开发]   \n",
       " 22  [React, 架构设计, 前端开发, 模块开发, 移动开发, 电商领域, 框架开发, 框架...   \n",
       " 23                                          [Angular]   \n",
       " 24                                             [前端开发]   \n",
       " 25                      [Vue, 前端开发, 界面开发, Javascript]   \n",
       " 26                [框架设计, 框架开发, 前端开发, Javascript, XML]   \n",
       " 27  [Echarts, Mybatis, 前端开发, 框架设计, 框架开发, Spring, C...   \n",
       " 28  [前端开发, 框架开发, 框架设计, Bootstrap, 功能开发, 模块开发, jQue...   \n",
       " 29  [前端开发, Vue, ElementUI, React, Bootstrap, 框架开发,...   \n",
       " 30                                       [模块开发, 前端开发]   \n",
       " 31                 [前端开发, React, 框架设计, 框架开发, Webpack]   \n",
       " 32                                        [前端开发, D语言]   \n",
       " 33   [前端开发, 架构设计, Vue, 框架开发, 框架设计, React, 架构开发, MobX]   \n",
       " 34                [框架设计, 框架开发, 前端开发, Javascript, XML]   \n",
       " 35  [前端开发, 框架设计, 框架开发, 界面开发, jQuery, Vue, Vue.js, ...   \n",
       " 36                             [地图开发, 前端开发, GIS, Vue]   \n",
       " 37                                [前端开发, HTML, HTML5]   \n",
       " 38  [React, 前端开发, 框架设计, 框架开发, Web开发, Javascript, R...   \n",
       " 39           [Vue, React, 前端开发, IT/信息化领域, 银行领域, 金融领域]   \n",
       " \n",
       "                       job.title  job.topJob job.refreshTime  job.advViewFlag  \\\n",
       " 0                    WEB前端开发工程师       False  20230529132632            False   \n",
       " 1                    Web前端开发工程师       False  20230519181034            False   \n",
       " 2                       前端开发工程师       False  20230518161839            False   \n",
       " 3            前端开发工程师（angular框架）       False  20230531093842            False   \n",
       " 4                     网站前端开发工程师       False  20230113112354            False   \n",
       " 5           前端开发工程师-飞书文档-渲染引擎方向       False  20230525021118            False   \n",
       " 6            前端开发工程师（Angular框架）       False  20230511112441            False   \n",
       " 7                    前端开发（3D方向）       False  20230512141712            False   \n",
       " 8            前端开发工程师（angular框架）       False  20230531093941            False   \n",
       " 9                    前端开发组长（广州）       False  20230508114200            False   \n",
       " 10                  （电商）前端开发工程师       False  20230131104320            False   \n",
       " 11                    中级前端开发工程师       False  20230531101421            False   \n",
       " 12                   WEB前端开发工程师       False  20230417140700            False   \n",
       " 13                    高级前端开发工程师       False  20230209134430            False   \n",
       " 14                      前端开发工程师       False  20230530094106            False   \n",
       " 15      前端开发（electron客户端或组件库架构）       False  20230403154346            False   \n",
       " 16                      前端开发工程师       False  20230411175206            False   \n",
       " 17        Web前端开发工程师 (MJ005998)       False  20230530160638            False   \n",
       " 18                    中级前端开发工程师       False  20230217101839            False   \n",
       " 19                 React前端开发工程师       False  20230531095341            False   \n",
       " 20                    中级前端开发工程师       False  20221221163413            False   \n",
       " 21                      前端开发工程师       False  20230112155136            False   \n",
       " 22                    高级前端开发工程师       False  20230214164509            False   \n",
       " 23  UI Developer-NCS(前端开发-星展银行)       False  20230313143327            False   \n",
       " 24                      前端开发工程师       False  20230420164731            False   \n",
       " 25                         前端开发       False  20230227092829            False   \n",
       " 26                前端开发工程师（广州双休）       False  20230508135614            False   \n",
       " 27                      前端开发工程师       False  20230512083545            False   \n",
       " 28                      web前端开发       False  20220429093530            False   \n",
       " 29                 YX07-前端开发工程师       False  20230531110254            False   \n",
       " 30                      前端开发工程师       False  20230414142855            False   \n",
       " 31                    高级前端开发工程师       False  20230511101026            False   \n",
       " 32                     前端开发岗（零售       False  20230306131336            False   \n",
       " 33                   中高级前端开发工程师       False  20230517172517            False   \n",
       " 34                  前端开发工程师（广州）       False  20230508135614            False   \n",
       " 35                      前端开发工程师       False  20230420101347            False   \n",
       " 36           软件开发工程师 （偏前端开发工程师）       False  20230529085956            False   \n",
       " 37                    H5前端开发工程师       False  20230531134035            False   \n",
       " 38                      web前端开发       False  20230421103724            False   \n",
       " 39              前端开发（包三餐+全额公积金）       False  20230526150605            False   \n",
       " \n",
       "                                        job.dataPromId job.jobKind  job.salary  \\\n",
       " 0   d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...           2  10-20k·13薪   \n",
       " 1   d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...           2      12-20k   \n",
       " 2   d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...           2      10-15k   \n",
       " 3   d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...           1  19-30k·13薪   \n",
       " 4   d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...           2  11-18k·14薪   \n",
       " 5   d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...           2      30-60k   \n",
       " 6   d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...           1      18-30k   \n",
       " 7   d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...           2      15-25k   \n",
       " 8   d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...           1  20-30k·14薪   \n",
       " 9   d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...           2  20-25k·13薪   \n",
       " 10  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...           2       9-14k   \n",
       " 11  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...           2  11-14k·13薪   \n",
       " 12  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...           2       8-15k   \n",
       " 13  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...           2      11-15k   \n",
       " 14  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...           2      10-15k   \n",
       " 15  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...           2  12-23k·13薪   \n",
       " 16  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...           2      17-30k   \n",
       " 17  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...           2  18-35k·13薪   \n",
       " 18  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...           2  15-25k·13薪   \n",
       " 19  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...           2      20-25k   \n",
       " 20  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...           2      14-18k   \n",
       " 21  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...           2  15-25k·13薪   \n",
       " 22  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...           2      20-40k   \n",
       " 23  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...           2  13-20k·13薪   \n",
       " 24  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...           2      11-17k   \n",
       " 25  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...           2  10-15k·13薪   \n",
       " 26  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...           2      10-15k   \n",
       " 27  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...           2       8-13k   \n",
       " 28  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...           2  10-24k·18薪   \n",
       " 29  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...           2      10-18k   \n",
       " 30  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...           2      15-25k   \n",
       " 31  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...           2      20-28k   \n",
       " 32  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...           2      20-30k   \n",
       " 33  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...           2      10-20k   \n",
       " 34  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...           2       9-14k   \n",
       " 35  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...           2      15-20k   \n",
       " 36  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...           2      10-15k   \n",
       " 37  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...           1  12-18k·13薪   \n",
       " 38  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...           2      10-15k   \n",
       " 39  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...           2      16-21k   \n",
       " \n",
       "     ...             recruiter.recruiterId recruiter.chatted  \\\n",
       " 0   ...  e2c94f2ad324a721036c823e83ed096c             False   \n",
       " 1   ...  447192a1f8361cbbaeca9d0effc98617             False   \n",
       " 2   ...  983f7ea03c41b33590243da958f7d0fa             False   \n",
       " 3   ...  24274e0bd4b6c16a4a7c1b7d800816b1             False   \n",
       " 4   ...  88d55c76cfb5844d209379060d7faca5             False   \n",
       " 5   ...  4eeaefe30d202044e502cd64c1804f8e             False   \n",
       " 6   ...  9e91876c5fce6461918e127df9025b3c             False   \n",
       " 7   ...  4adc6a6c3fcfcc12251e32a8d0975e4b             False   \n",
       " 8   ...  c3a9672c846027841aaa4e1bbcf90771             False   \n",
       " 9   ...  dc1ea097802cad22b189de150fd1e0ae             False   \n",
       " 10  ...  349d621242780fafa35bab5b4f54193b             False   \n",
       " 11  ...  b39334633a7749fbe124a69fb59cbfe9             False   \n",
       " 12  ...  50d142fb5e8b14d4f252142a9c5085cd             False   \n",
       " 13  ...  24b1259b2d3df6b5b35887695b04902b             False   \n",
       " 14  ...  0eca68b1c7fcba59989576815e4855f2             False   \n",
       " 15  ...  1fc9dc8d269c5110fc710098c3a73dd7             False   \n",
       " 16  ...  a92430dbf8b497eeef4b7d253f1a08ed             False   \n",
       " 17  ...  afbf12d877df8a7a4702592abf81987c             False   \n",
       " 18  ...  f889a4700e8cc103a4b384409f793a44             False   \n",
       " 19  ...  c2e6d81c25072274833f503a156a1d0f             False   \n",
       " 20  ...  ad1b7c5417635e52a0bf4afe4aaa406f             False   \n",
       " 21  ...  75c50effc6c43f034ffde7cdadbec382             False   \n",
       " 22  ...  a8673a5533699d1aaa41a112adcca505             False   \n",
       " 23  ...  07b788c3c0b38613ba556d87a5349b59             False   \n",
       " 24  ...  38768a1f492cd9e4c4d4ec9b9e222e7f             False   \n",
       " 25  ...  3abfb684318622abd55b5ebfee5dc352             False   \n",
       " 26  ...  e376d4206b1308c0878bd4519a6e2ba4             False   \n",
       " 27  ...  1e0b16b30282d3f8ac5a37cd6bbd4fe2             False   \n",
       " 28  ...  ec9218078fe56078643873581a669533             False   \n",
       " 29  ...  0b45287caa68a697bc960b3f1ea72ba9             False   \n",
       " 30  ...  732ecc754adab6b2b5339b4ca6cccc5f             False   \n",
       " 31  ...  61771bcbfb1336b3d4c0796c69ddabe8             False   \n",
       " 32  ...  a8095c7753d36fdf8b5160a63fce61ce             False   \n",
       " 33  ...  a2e8e1d0276658cd76cb1f52071f3fa1             False   \n",
       " 34  ...  e376d4206b1308c0878bd4519a6e2ba4             False   \n",
       " 35  ...  13b18d6c41646666faa89e9d438f4765             False   \n",
       " 36  ...  386014d6fc8cca49dbdd4c145656c197             False   \n",
       " 37  ...  340e1a6f76bdeb48e2f20656adcc2fd1             False   \n",
       " 38  ...  38768a1f492cd9e4c4d4ec9b9e222e7f             False   \n",
       " 39  ...  2b6c7a8c3c7a195d327c97473be9ca2d             False   \n",
       " \n",
       "            recruiter.recruiterPhoto comp.compId  \\\n",
       " 0   5f8f986bdfb13a7dee342f2108u.jpg  13113159.0   \n",
       " 1   5f8f98698dbe6273dcf8516008u.jpg   9249822.0   \n",
       " 2   5f8f986779c7cc70efbf36c008u.jpg   9236319.0   \n",
       " 3   5cef8bbc501544662c87cd5305u.jpg         NaN   \n",
       " 4   5f8f98698dbe6273dcf8516008u.jpg   9386110.0   \n",
       " 5   5f8f9866dfb13a7dee342f1808u.jpg   7863078.0   \n",
       " 6   6130a90ed0dbb9750e33286c02u.png         NaN   \n",
       " 7   5f8f986bdfb13a7dee342f2108u.jpg   8225307.0   \n",
       " 8   6094cccbe4ce8545b035151002u.jpg         NaN   \n",
       " 9   5f8f9865ea60860b75384fa508u.jpg   7865459.0   \n",
       " 10  5f8f986779c7cc70efbf36c008u.jpg   9200968.0   \n",
       " 11  5f8f986779c7cc70efbf36c008u.jpg   8838245.0   \n",
       " 12  5f8f9865ea60860b75384fa508u.jpg   8470722.0   \n",
       " 13  5f8f986779c7cc70efbf36c008u.jpg  13417465.0   \n",
       " 14  5f8f9865ea60860b75384fa508u.jpg   8881795.0   \n",
       " 15  63fec5d9fc0698660268988407u.png  12993033.0   \n",
       " 16  5f8f9863f6d1ab58476f246a08u.jpg  12949783.0   \n",
       " 17  5f8f986779c7cc70efbf36c008u.jpg    930104.0   \n",
       " 18  5f8f986779c7cc70efbf36c008u.jpg   7920718.0   \n",
       " 19  5f8f986bdfb13a7dee342f2108u.jpg   7879896.0   \n",
       " 20  5f8f98648dbe6273dcf8515508u.jpg  13346255.0   \n",
       " 21  5f8f98648dbe6273dcf8515508u.jpg  13023201.0   \n",
       " 22  5f8f9866dfb13a7dee342f1808u.jpg   9204848.0   \n",
       " 23  5f8f9865ea60860b75384fa508u.jpg   7954452.0   \n",
       " 24  5f8f9863f6d1ab58476f246a08u.jpg    170110.0   \n",
       " 25  5f8f9863f6d1ab58476f246a08u.jpg   8547388.0   \n",
       " 26  5f8f9863f6d1ab58476f246a08u.jpg   7854880.0   \n",
       " 27  5f8f9866dfb13a7dee342f1808u.jpg  12717283.0   \n",
       " 28  5f8f986aea60860b75384fab08u.jpg   9095103.0   \n",
       " 29  5f8f986779c7cc70efbf36c008u.jpg   7882078.0   \n",
       " 30  5f8f9866dfb13a7dee342f1808u.jpg   2461003.0   \n",
       " 31  5f8f9863f6d1ab58476f246a08u.jpg   7956170.0   \n",
       " 32  5f8f986aea60860b75384fab08u.jpg   1421537.0   \n",
       " 33  629d9ed13151d0599357136e06u.png  10261473.0   \n",
       " 34  5f8f9863f6d1ab58476f246a08u.jpg   7854880.0   \n",
       " 35  5f8f98648dbe6273dcf8515508u.jpg   8689304.0   \n",
       " 36  5f8f986aea60860b75384fab08u.jpg   8087229.0   \n",
       " 37  5f8fa3a679c7cc70efbf444e08u.png         NaN   \n",
       " 38  5f8f9863f6d1ab58476f246a08u.jpg    170110.0   \n",
       " 39  5f8f98648dbe6273dcf8515508u.jpg   6976808.0   \n",
       " \n",
       "                       comp.compLogo    comp.compName comp.compScale  \\\n",
       " 0   623d8c25a3078b6f4f3b5d9701u.png             增芯科技       500-999人   \n",
       " 1   5bfe987274719df0ac996f4203a.png    广东省国际工程咨询有限公司       500-999人   \n",
       " 2   61b07937d0458d53c627567e02u.jpg    广州嘉轼轩物联科技有限公司          1-49人   \n",
       " 3   60e2fe0bf3df194a3c48adb502u.png             知名企业       100-499人   \n",
       " 4   62906f4fb244352e0e92648207u.png         多益网络有限公司     2000-5000人   \n",
       " 5   5d887b5528021708fa52b44403u.jpg             字节跳动       10000人以上   \n",
       " 6   60e2fe0bf3df194a3c48adb502u.png       某大型计算机软件公司       10000人以上   \n",
       " 7   619c63ddb9519b011e87190704u.png              三维家     1000-2000人   \n",
       " 8   60e2fe0bf3df194a3c48adb502u.png             知名企业       100-499人   \n",
       " 9   5bfe90cf74719d35745ab55f03a.png             软通动力       10000人以上   \n",
       " 10  630c1dc547115a35510ed93603u.png       汤臣倍健药业有限公司     1000-2000人   \n",
       " 11  619eec711aa74f23de4804bb06u.png             健新科技       500-999人   \n",
       " 12  55891496466499356aea221703a.png    广州萌萌达网络科技有限公司         50-99人   \n",
       " 13  61b07937d0458d53c627567e02u.jpg  广东智能无人系统研究院(南沙)       100-499人   \n",
       " 14  627b28627a9fc524f22e4b8106u.png     广东触电传媒科技有限公司       100-499人   \n",
       " 15  61e12b3241b53673788ec3a906u.png           前海橙色魔方       500-999人   \n",
       " 16  61b07937d0458d53c627567e02u.jpg              粤规院       500-999人   \n",
       " 17  5e13ea35643e6e53a878611508u.jpg             欢聚集团    5000-10000人   \n",
       " 18  5bfea0b174719d2aa34c034503a.png               奔步       100-499人   \n",
       " 19  5bfea17f74719d2aa34c2b7e03a.png              信必优     1000-2000人   \n",
       " 20  61b07937d0458d53c627567e02u.jpg     雪宝科技(广州)有限公司         50-99人   \n",
       " 21  61b07937d0458d53c627567e02u.jpg     上海高井信息技术有限公司         50-99人   \n",
       " 22  5bfe927074719d9f609a6c5403a.png              直客通       100-499人   \n",
       " 23  5bfea0f274719d2aa34c105503a.png             凌志软件     1000-2000人   \n",
       " 24  5d1ea8a63ee8b11dd4aa762703u.png             赛意信息     2000-5000人   \n",
       " 25  6242b195ca47ff43908033f907u.png         广电运通金融电子       10000人以上   \n",
       " 26  6257c9c2c98df23e3788627c05u.png             中国联塑       10000人以上   \n",
       " 27  61b07937d0458d53c627567e02u.jpg     广州卓明信息技术有限公司          1-49人   \n",
       " 28  6030a6c1701c060c94ace27002u.png  联通(广东)产业互联网有限公司     1000-2000人   \n",
       " 29  61b07937d0458d53c627567e02u.jpg       云南远信科技有限公司       100-499人   \n",
       " 30  600164be94f07e3869715d8607u.png           安利(中国)    5000-10000人   \n",
       " 31  5bfe94be74719dc6ed73fb5a03a.png            佰钧成技术       10000人以上   \n",
       " 32  5bfea33774719d2aa34c7eb903a.png             广发证券    5000-10000人   \n",
       " 33  61b07937d0458d53c627567e02u.jpg             新炬网络     1000-2000人   \n",
       " 34  6257c9c2c98df23e3788627c05u.png             中国联塑       10000人以上   \n",
       " 35  62202ca55f57df4f2f7429fa04u.png     中电鸿信信息科技有限公司    5000-10000人   \n",
       " 36  5955ba267032381b682372bb05a.jpg         公安部第三研究所     1000-2000人   \n",
       " 37  60e2fe0bf3df194a3c48adb502u.png            某知名公司       100-499人   \n",
       " 38  5d1ea8a63ee8b11dd4aa762703u.png             赛意信息     2000-5000人   \n",
       " 39  60bdbb777cc07936e59f707602u.png             德科信息    5000-10000人   \n",
       " \n",
       "                                    comp.link comp.compIndustry comp.compStage  \n",
       " 0   https://www.liepin.com/company/13113159/       电子/半导体/集成电路            NaN  \n",
       " 1    https://www.liepin.com/company/9249822/            专业技术服务            NaN  \n",
       " 2    https://www.liepin.com/company/9236319/             计算机软件            NaN  \n",
       " 3                                                        计算机软件          融资未公开  \n",
       " 4    https://www.liepin.com/company/9386110/               互联网            NaN  \n",
       " 5    https://www.liepin.com/company/7863078/               互联网             其他  \n",
       " 6                                                        计算机软件          融资未公开  \n",
       " 7    https://www.liepin.com/company/8225307/               互联网             C轮  \n",
       " 8                                                        计算机软件          融资未公开  \n",
       " 9    https://www.liepin.com/company/7865459/               互联网            NaN  \n",
       " 10   https://www.liepin.com/company/9200968/                制药            NaN  \n",
       " 11   https://www.liepin.com/company/8838245/             计算机软件            NaN  \n",
       " 12   https://www.liepin.com/company/8470722/               互联网            天使轮  \n",
       " 13  https://www.liepin.com/company/13417465/             学术/科研            NaN  \n",
       " 14   https://www.liepin.com/company/8881795/           在线社交/媒体             A轮  \n",
       " 15  https://www.liepin.com/company/12993033/             计算机软件            NaN  \n",
       " 16  https://www.liepin.com/company/12949783/            专业技术服务           战略投资  \n",
       " 17    https://www.liepin.com/company/930104/               互联网           美股上市  \n",
       " 18   https://www.liepin.com/company/7920718/             计算机软件            NaN  \n",
       " 19   https://www.liepin.com/company/7879896/             计算机软件            NaN  \n",
       " 20  https://www.liepin.com/company/13346255/              其他金融            NaN  \n",
       " 21  https://www.liepin.com/company/13023201/             计算机软件            NaN  \n",
       " 22   https://www.liepin.com/company/9204848/               互联网             C轮  \n",
       " 23   https://www.liepin.com/company/7954452/             计算机软件          科创板上市  \n",
       " 24    https://www.liepin.com/company/170110/             计算机软件          创业板上市  \n",
       " 25   https://www.liepin.com/company/8547388/             计算机软件         沪深A股上市  \n",
       " 26   https://www.liepin.com/company/7854880/                建材            NaN  \n",
       " 27  https://www.liepin.com/company/12717283/              科技金融            NaN  \n",
       " 28   https://www.liepin.com/company/9095103/               互联网            NaN  \n",
       " 29   https://www.liepin.com/company/7882078/               互联网          融资未公开  \n",
       " 30   https://www.liepin.com/company/2461003/          食品/饮料/酒水            NaN  \n",
       " 31   https://www.liepin.com/company/7956170/             计算机软件          融资未公开  \n",
       " 32   https://www.liepin.com/company/1421537/          基金/证券/期货            已上市  \n",
       " 33  https://www.liepin.com/company/10261473/             计算机软件         沪深A股上市  \n",
       " 34   https://www.liepin.com/company/7854880/                建材            NaN  \n",
       " 35   https://www.liepin.com/company/8689304/               互联网          融资未公开  \n",
       " 36   https://www.liepin.com/company/8087229/             计算机软件            NaN  \n",
       " 37                                                          游戏          融资未公开  \n",
       " 38    https://www.liepin.com/company/170110/             计算机软件          创业板上市  \n",
       " 39   https://www.liepin.com/company/6976808/               互联网           战略投资  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 1   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 2   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 3   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 4   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 5   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 6   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 7   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 8   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 9   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 10  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 11  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 12  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 13  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 14  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 15  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 16  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 17  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 18  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 19  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 20  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 21  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 22  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 23  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 24  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 25  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 26  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 27  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 28  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 29  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 30  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 31  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 32  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 33  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 34  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 35  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 36  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 37  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 38  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 39  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"jobId\":\"49950515\",\"jobKind\":\"2\",\"userId\":\"a4...   \n",
       " 1   {\"jobId\":\"30122587\",\"jobKind\":\"2\",\"userId\":\"b2...   \n",
       " 2   {\"jobId\":\"51049567\",\"jobKind\":\"2\",\"userId\":\"40...   \n",
       " 3   {\"jobId\":\"54620047\",\"jobKind\":\"2\",\"userId\":\"ad...   \n",
       " 4   {\"jobId\":\"44736663\",\"jobKind\":\"1\",\"userId\":\"5b...   \n",
       " 5   {\"jobId\":\"51922907\",\"jobKind\":\"2\",\"userId\":\"b8...   \n",
       " 6   {\"jobId\":\"46246617\",\"jobKind\":\"1\",\"userId\":\"32...   \n",
       " 7   {\"jobId\":\"43003115\",\"jobKind\":\"2\",\"userId\":\"1c...   \n",
       " 8   {\"jobId\":\"58059533\",\"jobKind\":\"2\",\"userId\":\"6d...   \n",
       " 9   {\"jobId\":\"57139949\",\"jobKind\":\"2\",\"userId\":\"b3...   \n",
       " 10  {\"jobId\":\"56817217\",\"jobKind\":\"2\",\"userId\":\"6a...   \n",
       " 11  {\"jobId\":\"58173353\",\"jobKind\":\"2\",\"userId\":\"15...   \n",
       " 12  {\"jobId\":\"48604201\",\"jobKind\":\"2\",\"userId\":\"9e...   \n",
       " 13  {\"jobId\":\"49046627\",\"jobKind\":\"2\",\"userId\":\"40...   \n",
       " 14  {\"jobId\":\"55587847\",\"jobKind\":\"2\",\"userId\":\"3c...   \n",
       " 15  {\"jobId\":\"29382835\",\"jobKind\":\"2\",\"userId\":\"0e...   \n",
       " 16  {\"jobId\":\"49266477\",\"jobKind\":\"2\",\"userId\":\"d2...   \n",
       " 17  {\"jobId\":\"56294057\",\"jobKind\":\"2\",\"userId\":\"28...   \n",
       " 18  {\"jobId\":\"58950421\",\"jobKind\":\"2\",\"userId\":\"5d...   \n",
       " 19  {\"jobId\":\"30385925\",\"jobKind\":\"2\",\"userId\":\"21...   \n",
       " 20  {\"jobId\":\"54085467\",\"jobKind\":\"2\",\"userId\":\"4f...   \n",
       " 21  {\"jobId\":\"55907937\",\"jobKind\":\"2\",\"userId\":\"4f...   \n",
       " 22  {\"jobId\":\"56044191\",\"jobKind\":\"2\",\"userId\":\"d6...   \n",
       " 23  {\"jobId\":\"58702461\",\"jobKind\":\"2\",\"userId\":\"d9...   \n",
       " 24  {\"jobId\":\"58913899\",\"jobKind\":\"2\",\"userId\":\"39...   \n",
       " 25  {\"jobId\":\"45572261\",\"jobKind\":\"1\",\"userId\":\"8f...   \n",
       " 26  {\"jobId\":\"57269359\",\"jobKind\":\"2\",\"userId\":\"13...   \n",
       " 27  {\"jobId\":\"58381231\",\"jobKind\":\"2\",\"userId\":\"a6...   \n",
       " 28  {\"jobId\":\"46035625\",\"jobKind\":\"1\",\"userId\":\"4f...   \n",
       " 29  {\"jobId\":\"47248963\",\"jobKind\":\"2\",\"userId\":\"e9...   \n",
       " 30  {\"jobId\":\"45927039\",\"jobKind\":\"1\",\"userId\":\"cb...   \n",
       " 31  {\"jobId\":\"41342605\",\"jobKind\":\"2\",\"userId\":\"00...   \n",
       " 32  {\"jobId\":\"46488663\",\"jobKind\":\"1\",\"userId\":\"49...   \n",
       " 33  {\"jobId\":\"36923727\",\"jobKind\":\"2\",\"userId\":\"73...   \n",
       " 34  {\"jobId\":\"56259753\",\"jobKind\":\"2\",\"userId\":\"ba...   \n",
       " 35  {\"jobId\":\"57935885\",\"jobKind\":\"2\",\"userId\":\"3c...   \n",
       " 36  {\"jobId\":\"19061573\",\"jobKind\":\"2\",\"userId\":\"28...   \n",
       " 37  {\"jobId\":\"38432609\",\"jobKind\":\"2\",\"userId\":\"ba...   \n",
       " 38  {\"jobId\":\"45080907\",\"jobKind\":\"1\",\"userId\":\"10...   \n",
       " 39  {\"jobId\":\"57300593\",\"jobKind\":\"2\",\"userId\":\"97...   \n",
       " \n",
       "                                            job.labels job.jobId job.jobKind  \\\n",
       " 0                                 [Web开发, 前端开发, 界面开发]  49950515           2   \n",
       " 1                                   [css, html, java]  30122587           2   \n",
       " 2   [前端开发, Echarts, 界面开发, 移动开发, 架构设计, Javascript, ...  51049567           2   \n",
       " 3   [界面开发, 系统开发, Vue, 模块开发, CSS, C语言, C/C++, HTML5...  54620047           2   \n",
       " 4                                        [H5游戏前端开发主程]  44736663           1   \n",
       " 5    [前端开发, 界面开发, 模块开发, 功能开发, 框架开发, 框架设计, 架构设计, 系统开发]  51922907           2   \n",
       " 6   [Web开发, React, ElementUI, Ant Design, EasyUI, ...  46246617           1   \n",
       " 7                    [javascript, css3, jquery, html]  43003115           2   \n",
       " 8   [前端开发, 框架开发, 框架设计, uni-app, 移动开发, Web开发, Elect...  58059533           2   \n",
       " 9   [前端开发, 框架设计, 框架开发, Web开发, AngularJS, Bootstrap...  57139949           2   \n",
       " 10                [CSS, Javascript, HTML, React, Vue]  56817217           2   \n",
       " 11       [Vue, React, Angular, HTML, CSS, Javascript]  58173353           2   \n",
       " 12  [前端开发, Vue, Javascript, HTML5, CSS, jQuery, 界面...  48604201           2   \n",
       " 13                                                 []  49046627           2   \n",
       " 14                                             [vue3]  55587847           2   \n",
       " 15  [javascript, 前端开发, css3, react, vue, jquery, a...  29382835           2   \n",
       " 16                                    [SystemVerilog]  49266477           2   \n",
       " 17  [模块开发, 功能开发, Express, Vue, 前端开发, React, Angula...  56294057           2   \n",
       " 18                  [前端开发, React, React Native, Taro]  58950421           2   \n",
       " 19      [javascript, 前端开发, css3, react, vue, angular]  30385925           2   \n",
       " 20        [React, Redux, CICD, AWS, Docker, 英语可作工作语言]  54085467           2   \n",
       " 21  [React Native, React, iOS, Android, 英语可作工作语言, ...  55907937           2   \n",
       " 22             [前端开发, 云计算领域, Vue, 后端开发, 大数据领域, 工业互联网]  56044191           2   \n",
       " 23  [前端开发, Vue, React, Angular, CSS, ES5, HTML, HT...  58702461           2   \n",
       " 24           [前端开发, React, 框架设计, 框架开发, 系统开发, Webpack]  58913899           2   \n",
       " 25  [前端开发, 界面开发, 后端开发, Babel, AngularJS, 系统开发, 框架开...  45572261           1   \n",
       " 26                            [Vue, 前端开发, 模块开发, 架构设计]  57269359           2   \n",
       " 27                                [HTML5, Vue, 微信小程序]  58381231           2   \n",
       " 28  [Vue, React, Javascript, HTML, HTML5, 框架设计, 界面开发]  46035625           1   \n",
       " 29                                 [前端开发, Vue, React]  47248963           2   \n",
       " 30                                                 []  45927039           1   \n",
       " 31                [javascript, jquery, ajax, webpack]  41342605           2   \n",
       " 32                                                 []  46488663           1   \n",
       " 33               [css3, vue, jquery, bootstrap, 前端开发]  36923727           2   \n",
       " 34  [React, Node.js, 前端开发, Objective-C, C语言, C/C++...  56259753           2   \n",
       " 35                                     [React Native]  57935885           2   \n",
       " 36                                        [前端开发, Vue]  19061573           2   \n",
       " 37  [javascript, css, react, vue, jquery, html, aj...  38432609           2   \n",
       " 38                                 [IOS框架, Framework]  45080907           1   \n",
       " 39  [Node.js, 前端开发, Web开发, IT/信息化领域, AngularJS, HT...  57300593           2   \n",
       " \n",
       "    job.refreshTime  job.topJob job.requireEduLevel  job.salary  job.dq  ...  \\\n",
       " 0   20230515162537       False                统招本科  15-20k·13薪  广州-番禺区  ...   \n",
       " 1   20210120104338       False                  大专      10-15k      广州  ...   \n",
       " 2   20220712113950       False                  本科      15-20k  广州-番禺区  ...   \n",
       " 3   20230317153252       False                  大专      10-18k  广州-海珠区  ...   \n",
       " 4   20230518002228       False                统招本科      26-40k      广州  ...   \n",
       " 5   20230505085815       False                  本科  18-25k·14薪  广州-天河区  ...   \n",
       " 6   20230518150645       False                统招本科  14-27k·14薪      广州  ...   \n",
       " 7   20221125094722       False                  大专        6-8k  广州-天河区  ...   \n",
       " 8   20230423171648       False                  本科      13-20k      广州  ...   \n",
       " 9   20230512102847       False                统招本科  25-35k·13薪  广州-番禺区  ...   \n",
       " 10  20230309102347       False                  大专      10-13k  广州-白云区  ...   \n",
       " 11  20230427093343       False                  大专       9-14k      广州  ...   \n",
       " 12  20230529181707       False                  大专      10-15k  广州-天河区  ...   \n",
       " 13  20230418000807       False                  硕士  20-40k·15薪      广州  ...   \n",
       " 14  20230129143103       False                统招本科      10-13k  广州-番禺区  ...   \n",
       " 15  20230530094106       False                  本科      15-25k  广州-越秀区  ...   \n",
       " 16  20230301182951       False                  本科      18-25k  广州-越秀区  ...   \n",
       " 17  20230221093528       False                  本科      12-20k      广州  ...   \n",
       " 18  20230530143015       False                统招本科      20-25k  广州-天河区  ...   \n",
       " 19  20200730111612       False                  本科  15-25k·16薪  广州-天河区  ...   \n",
       " 20  20230103085708       False                  大专      16-24k  广州-天河区  ...   \n",
       " 21  20230221091242       False                  大专      18-26k  广州-天河区  ...   \n",
       " 22  20230213120446       False                  本科  13-25k·13薪  广州-黄埔区  ...   \n",
       " 23  20230519175912       False                  本科      10-15k  广州-天河区  ...   \n",
       " 24  20230529140415       False                  本科      23-25k  广州-天河区  ...   \n",
       " 25  20230531090234       False                统招本科      30-35k      广州  ...   \n",
       " 26  20230324142530       False                统招本科  15-22k·13薪      广州  ...   \n",
       " 27  20230508172855       False                  大专      12-15k  广州-天河区  ...   \n",
       " 28  20230529173122       False               硕士及以上  20-30k·20薪      广州  ...   \n",
       " 29  20220222113142       False                  大专   7-13k·13薪  广州-黄埔区  ...   \n",
       " 30  20230516101621       False                学历不限      15-30k      广州  ...   \n",
       " 31  20230316172436       False                  大专  10-20k·13薪  广州-海珠区  ...   \n",
       " 32  20230526180719       False                学历不限      35-60k      广州  ...   \n",
       " 33  20230104104231       False                学历不限        4-6k      广州  ...   \n",
       " 34  20230220114759       False                  本科      20-30k      广州  ...   \n",
       " 35  20230419135532       False                  本科      15-30k  广州-天河区  ...   \n",
       " 36  20220609094320       False                  大专  10-18k·13薪      广州  ...   \n",
       " 37  20220628115335       False                  本科      15-25k  广州-海珠区  ...   \n",
       " 38  20230509184424       False               硕士及以上      15-30k  广州-天河区  ...   \n",
       " 39  20230327100423       False                  大专        5-8k  广州-海珠区  ...   \n",
       " \n",
       "    recruiter.chatted             recruiter.recruiterId  \\\n",
       " 0              False  a420e7b8656078a5fda650f26cc8a64e   \n",
       " 1              False  b283d611000dc6d5ee19f3a814583dfe   \n",
       " 2              False  40871f22c527fc4d7ca45f6c43c62a72   \n",
       " 3              False  adfcd72553e1bf79157ee9d1986210cd   \n",
       " 4              False  5bd12d9ce4628518bff8a11f614020b7   \n",
       " 5              False  b800c16df80330f3c924521a08a8da61   \n",
       " 6              False  324755239ef22d75a4579deef0205b51   \n",
       " 7              False  1cb765d37bd0684eff1ae1f928339e0b   \n",
       " 8              False  6da1afdb0098a160e12e65307fcc6acf   \n",
       " 9              False  b3407ff397d7ecbf11865e63f045797d   \n",
       " 10             False  6a2f7ab34a67bc0b604de22c11d92df7   \n",
       " 11             False  157883737f88ee266da83ef92f9c6368   \n",
       " 12             False  9ee4770704a34ba5fbb04d461bf0136c   \n",
       " 13             False  405bfa6de54e260948d480b8c16566fc   \n",
       " 14             False  3cb4c87001c5a05c0dc846ba52871313   \n",
       " 15             False  0eca68b1c7fcba59989576815e4855f2   \n",
       " 16             False  d220ab3150a76e7bd4b90fd95c01502e   \n",
       " 17             False  28f9071099cc685465b692faebcfb0db   \n",
       " 18             False  5da68eb5445655f9f34018cc292823af   \n",
       " 19             False  21e205e6023df76173910496168affe2   \n",
       " 20             False  4f354d3dab1e3bf86dc4f0a461288f5a   \n",
       " 21             False  4f354d3dab1e3bf86dc4f0a461288f5a   \n",
       " 22             False  d6477b1c331e23dffb40a3cc0b34a25f   \n",
       " 23             False  d976d8102e946745f02522af86a8bc00   \n",
       " 24             False  391124524448146fe9b420c7c097c935   \n",
       " 25             False  8fc7562cc0d10f9479c452c56622eaa4   \n",
       " 26             False  13df3c822c63941ebe621a5199623615   \n",
       " 27             False  a643bf1613e7231cd177ad61f55781ab   \n",
       " 28             False  4f7da2384455d1836e21121039905958   \n",
       " 29             False  e951b9bdea0d5e193d99b795e73aaba7   \n",
       " 30             False  cb960e304db57ac8ba3cd18acb9a3c55   \n",
       " 31             False  0042dacfb48178e98761eb2ffb64e351   \n",
       " 32             False  498f218183146e6daebabdac01259ffb   \n",
       " 33             False  733717a8afffbe3be2b12badca8d1a0b   \n",
       " 34             False  ba81d1c06e1246810007e6d170ec9510   \n",
       " 35             False  3cb692a52d8423c747dd29ce431af0d3   \n",
       " 36             False  287c606968800b013c03b656a4cfe37a   \n",
       " 37             False  ba384ee118e70cd801d26df608f9a75c   \n",
       " 38             False  10f97c2455afd910fa874f00626b9602   \n",
       " 39             False  97acfb281a10febdd866980ab5df4879   \n",
       " \n",
       "             recruiter.recruiterPhoto comp.compId  comp.compScale  \\\n",
       " 0    5f8f986779c7cc70efbf36c008u.jpg   8306654.0        100-499人   \n",
       " 1    54d1e799712eb4f6b84ca1a302c.jpg   7965750.0        10000人以上   \n",
       " 2    5f8f98648dbe6273dcf8515508u.jpg   6785693.0      1000-2000人   \n",
       " 3    5f8f9866dfb13a7dee342f1808u.jpg   8683011.0        100-499人   \n",
       " 4    5f8fa3a6f6d1ab58476f322808u.png         NaN        500-999人   \n",
       " 5    5f8f9863f6d1ab58476f246a08u.jpg   9678658.0        500-999人   \n",
       " 6    64622138a7c80004281262e804u.png         NaN          50-99人   \n",
       " 7    5f8f9863f6d1ab58476f246a08u.jpg   9257569.0        100-499人   \n",
       " 8    5f8f9863f6d1ab58476f246a08u.jpg   8975946.0      1000-2000人   \n",
       " 9    5f8f986bdfb13a7dee342f2108u.jpg   8306654.0        100-499人   \n",
       " 10   60ab6bafa804852f3a03a5ae08u.png   9278187.0        10000人以上   \n",
       " 11   5f8f9865ea60860b75384fa508u.jpg  12372687.0        100-499人   \n",
       " 12   5f8f9866dfb13a7dee342f1808u.jpg   8697469.0          50-99人   \n",
       " 13   5f8f98698dbe6273dcf8516008u.jpg   1421537.0     5000-10000人   \n",
       " 14   5f8f986779c7cc70efbf36c008u.jpg  10122365.0        100-499人   \n",
       " 15   5f8f9865ea60860b75384fa508u.jpg   8881795.0        100-499人   \n",
       " 16   62ea8930fd3e716f04977f7206u.png   1640101.0      2000-5000人   \n",
       " 17   5f8f9868f6d1ab58476f24a008u.jpg   8510313.0      1000-2000人   \n",
       " 18   5f8f9866dfb13a7dee342f1808u.jpg   7879896.0      1000-2000人   \n",
       " 19   5f8f98698dbe6273dcf8516008u.jpg   9808291.0     5000-10000人   \n",
       " 20   5f8f986aea60860b75384fab08u.jpg   8598051.0      1000-2000人   \n",
       " 21   5f8f986aea60860b75384fab08u.jpg   8598051.0      1000-2000人   \n",
       " 22   5f8f98648dbe6273dcf8515508u.jpg   9507090.0        100-499人   \n",
       " 23   5f8f9866dfb13a7dee342f1808u.jpg   7891767.0        100-499人   \n",
       " 24   5f8f98698dbe6273dcf8516008u.jpg   7879896.0      1000-2000人   \n",
       " 25   5f8fa3a78dbe6273dcf85e2608u.png         NaN      1000-2000人   \n",
       " 26   5f8f9863f6d1ab58476f246a08u.jpg   8278552.0        10000人以上   \n",
       " 27   5f8f9863f6d1ab58476f246a08u.jpg  13304319.0          50-99人   \n",
       " 28   62b2b0d5323e4b1227184e4d02u.jpg         NaN      1000-2000人   \n",
       " 29   5f8f9863f6d1ab58476f246a08u.jpg  13113897.0          50-99人   \n",
       " 30   5f7c404fdfb13a7dee2a8b5f07u.png         NaN     5000-10000人   \n",
       " 31   5f8f9866dfb13a7dee342f1808u.jpg   8166526.0        500-999人   \n",
       " 32  646ed963b0389b70f07897ec03u.jpeg         NaN        100-499人   \n",
       " 33   5f8f98698dbe6273dcf8516008u.jpg  10267983.0          50-99人   \n",
       " 34   5f8f9868f6d1ab58476f24a008u.jpg  10094945.0        100-499人   \n",
       " 35   5f8f9866dfb13a7dee342f1808u.jpg   7927849.0        10000人以上   \n",
       " 36   59c356b17032bd692d5e094604a.png   8965085.0        100-499人   \n",
       " 37   63914beecb894c5cd56639a705u.png  10218025.0        10000人以上   \n",
       " 38   642e8e49de25b83c3c8d509707u.png         NaN        10000人以上   \n",
       " 39   62a844c35b726f58d1de2bea04u.png   8226347.0           1-49人   \n",
       " \n",
       "                       comp.compLogo      comp.compName  \\\n",
       " 0   58e712317032d65ebc55a8ea05a.jpg         广东金朋科技有限公司   \n",
       " 1   60408da43bfe753525d32d9902u.png             欧派家居集团   \n",
       " 2   5bfe953474719dc6ed74134303a.png                中海达   \n",
       " 3   5bfffa6a74719da073f0bb7303u.png     广州智在云天文化科技有限公司   \n",
       " 4   60e2fe0bf3df194a3c48adb502u.png          某广州大型游戏公司   \n",
       " 5   629da182961dea439f6c2a6206u.png     广东博众智能科技投资有限公司   \n",
       " 6   60e2fe0bf3df194a3c48adb502u.png              某知名公司   \n",
       " 7   5bfea0bd74719d2aa34c05b003a.png       广州天迅网络科技有限公司   \n",
       " 8   62b430d1681dd64a4a12eeae02u.png               遇见小面   \n",
       " 9   58e712317032d65ebc55a8ea05a.jpg         广东金朋科技有限公司   \n",
       " 10  5c74df8d509919c4f502e97b04u.jpg           东软集团有限公司   \n",
       " 11  61b07937d0458d53c627567e02u.jpg      广东信尚安物联科技有限公司   \n",
       " 12  5bfe917d74719d35745ad72803a.png     广州壹加市场营销策划有限公司   \n",
       " 13  5bfea33774719d2aa34c7eb903a.png               广发证券   \n",
       " 14  5d2eede1dde7f0565c180dd001u.jpg   宏脉信息技术(广州)股份有限公司   \n",
       " 15  627b28627a9fc524f22e4b8106u.png       广东触电传媒科技有限公司   \n",
       " 16  5ae1750c8e50ff6eb70569ad05a.jpg     友邦资讯科技(广州)有限公司   \n",
       " 17  5a1f927370323b4a84a66ab305a.jpg          云米全屋互联网家电   \n",
       " 18  5bfea17f74719d2aa34c2b7e03a.png                信必优   \n",
       " 19  5cb4183de5a8a6695f310de507u.jpg  中国建设银行股份有限公司深圳市分行   \n",
       " 20  59029b747032a701b89b8b7a04a.jpg     上海华钦信息科技股份有限公司   \n",
       " 21  59029b747032a701b89b8b7a04a.jpg     上海华钦信息科技股份有限公司   \n",
       " 22  62ccdae2fb501f0a21852eba07u.png              博依特科技   \n",
       " 23  642b8a07f8732420a171406901u.png     上海贝锐信息科技股份有限公司   \n",
       " 24  5bfea17f74719d2aa34c2b7e03a.png                信必优   \n",
       " 25  60e2fe0bf3df194a3c48adb502u.png      某广州专业技术服务上市公司   \n",
       " 26  6412cb638b791015aae7df6806u.png              屈臣氏中国   \n",
       " 27  630ddf4f857bcf241aa958d806u.png               氢氧元素   \n",
       " 28  60e2fe0bf3df194a3c48adb502u.png    某国内大型基金/证券/期货公司   \n",
       " 29  61b07937d0458d53c627567e02u.jpg       广州佰仲光伏科技有限公司   \n",
       " 30  60e2fe0bf3df194a3c48adb502u.png            某大型银行公司   \n",
       " 31  624a9b1378302f2c469582d607u.png             广州乐牛游戏   \n",
       " 32  60e2fe0bf3df194a3c48adb502u.png       某广州政府/公共事业公司   \n",
       " 33  61b07937d0458d53c627567e02u.jpg       广州景新网络科技有限公司   \n",
       " 34  5e7990035a1a60079d54399606u.jpg               如祺出行   \n",
       " 35  5bfe956674719dc6ed741ce803a.png             中软国际科技   \n",
       " 36  5bfe926f74719d9f609a6c1e03a.png      广州市亿博信息技术有限公司   \n",
       " 37  610cc8e738183467af915b1108u.png               中电金信   \n",
       " 38  60e2fe0bf3df194a3c48adb502u.png          某北京银行上市公司   \n",
       " 39  54d1eccd712eb4f6b84f334d02c.png      广州市臻蓝网络科技有限公司   \n",
       " \n",
       "                                    comp.link comp.compIndustry comp.compStage  \n",
       " 0    https://www.liepin.com/company/8306654/              智能硬件            NaN  \n",
       " 1    https://www.liepin.com/company/7965750/             家具/家居            已上市  \n",
       " 2    https://www.liepin.com/company/6785693/       电子/半导体/集成电路            已上市  \n",
       " 3    https://www.liepin.com/company/8683011/          广播/影视/录音          融资未公开  \n",
       " 4                                                           游戏          融资未公开  \n",
       " 5    https://www.liepin.com/company/9678658/          基金/证券/期货            NaN  \n",
       " 6                                                       专业技术服务          融资未公开  \n",
       " 7    https://www.liepin.com/company/9257569/             计算机软件          融资未公开  \n",
       " 8    https://www.liepin.com/company/8975946/          食品/饮料/酒水             D轮  \n",
       " 9    https://www.liepin.com/company/8306654/              智能硬件            NaN  \n",
       " 10   https://www.liepin.com/company/9278187/             计算机软件            NaN  \n",
       " 11  https://www.liepin.com/company/12372687/             批发/零售           战略投资  \n",
       " 12   https://www.liepin.com/company/8697469/          广告/公关/会展          融资未公开  \n",
       " 13   https://www.liepin.com/company/1421537/          基金/证券/期货            已上市  \n",
       " 14  https://www.liepin.com/company/10122365/             计算机软件          融资未公开  \n",
       " 15   https://www.liepin.com/company/8881795/           在线社交/媒体             A轮  \n",
       " 16   https://www.liepin.com/company/1640101/             计算机软件           港股上市  \n",
       " 17   https://www.liepin.com/company/8510313/              智能硬件           美股上市  \n",
       " 18   https://www.liepin.com/company/7879896/             计算机软件            NaN  \n",
       " 19   https://www.liepin.com/company/9808291/                银行            NaN  \n",
       " 20   https://www.liepin.com/company/8598051/             计算机软件            NaN  \n",
       " 21   https://www.liepin.com/company/8598051/             计算机软件            NaN  \n",
       " 22   https://www.liepin.com/company/9507090/              IT服务             A轮  \n",
       " 23   https://www.liepin.com/company/7891767/             计算机软件             B轮  \n",
       " 24   https://www.liepin.com/company/7879896/             计算机软件            NaN  \n",
       " 25                                                      专业技术服务            已上市  \n",
       " 26   https://www.liepin.com/company/8278552/             批发/零售            NaN  \n",
       " 27  https://www.liepin.com/company/13304319/               互联网            NaN  \n",
       " 28                                                    基金/证券/期货           战略融资  \n",
       " 29  https://www.liepin.com/company/13113897/              IT服务            NaN  \n",
       " 30                                                          银行          不需要融资  \n",
       " 31   https://www.liepin.com/company/8166526/                游戏            NaN  \n",
       " 32                                                     政府/公共事业            NaN  \n",
       " 33  https://www.liepin.com/company/10267983/            专业技术服务            NaN  \n",
       " 34  https://www.liepin.com/company/10094945/               互联网            NaN  \n",
       " 35   https://www.liepin.com/company/7927849/              IT服务            NaN  \n",
       " 36   https://www.liepin.com/company/8965085/              IT服务          融资未公开  \n",
       " 37  https://www.liepin.com/company/10218025/             计算机软件             B轮  \n",
       " 38                                                          银行            已上市  \n",
       " 39   https://www.liepin.com/company/8226347/               互联网            NaN  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
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       " 8   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       " 9   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       " 10  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       " 11  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
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       " 13  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       " 14  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       " 15  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       " 16  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       " 17  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
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       " 29  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
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       " 31  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
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       " 36  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
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       " 39  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"jobKind\":\"2\",\"userId\":\"8b830d8ae6201c5384c3e...   \n",
       " 1   {\"jobKind\":\"2\",\"userId\":\"d5461c6fa3451d72c1419...   \n",
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       " 10  {\"jobKind\":\"1\",\"userId\":\"270fc4f7a8c9d61e3825b...   \n",
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       " 17  {\"jobKind\":\"2\",\"userId\":\"86a68514e468212592b63...   \n",
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       " 22  {\"jobKind\":\"2\",\"userId\":\"4d648e420b95ce04989b9...   \n",
       " 23  {\"jobKind\":\"1\",\"userId\":\"03b7f0f742672ff88b46a...   \n",
       " 24  {\"jobKind\":\"2\",\"userId\":\"eee41492a933e4ebfee44...   \n",
       " 25  {\"jobKind\":\"2\",\"userId\":\"9907400f94d7583e10a4c...   \n",
       " 26  {\"jobKind\":\"2\",\"userId\":\"7fe47d852a41210d70c68...   \n",
       " 27  {\"jobKind\":\"2\",\"userId\":\"41b652b867fab082c53e3...   \n",
       " 28  {\"jobKind\":\"2\",\"userId\":\"6c5f0a80a6f9f446a9eda...   \n",
       " 29  {\"jobKind\":\"2\",\"userId\":\"998395f6305f4946cc08d...   \n",
       " 30  {\"jobKind\":\"2\",\"userId\":\"e68ef72b8e8b4ff774f09...   \n",
       " 31  {\"jobKind\":\"2\",\"userId\":\"0086f7652cd219832f2b6...   \n",
       " 32  {\"jobKind\":\"2\",\"userId\":\"88f6afeddeacaed8d37a2...   \n",
       " 33  {\"jobKind\":\"2\",\"userId\":\"2cedb5a97cf4e368cbe2e...   \n",
       " 34  {\"jobKind\":\"2\",\"userId\":\"afbf12d877df8a7a47025...   \n",
       " 35  {\"jobKind\":\"2\",\"userId\":\"f9e304df3a697eb0d4ce0...   \n",
       " 36  {\"jobKind\":\"2\",\"userId\":\"28f9071099cc685465b69...   \n",
       " 37  {\"jobKind\":\"2\",\"userId\":\"b2e0e1cd6662f9c2ad933...   \n",
       " 38  {\"jobKind\":\"2\",\"userId\":\"42fea4675a22fa67b8894...   \n",
       " 39  {\"jobKind\":\"2\",\"userId\":\"b2d6837b41449e63d8167...   \n",
       " \n",
       "                                            job.labels job.refreshTime  \\\n",
       " 0   [Node.js, ElementUI, Vue, Ant Design, React, E...  20221117105912   \n",
       " 1                                              [前端开发]  20230328144543   \n",
       " 2   [Vue, 前端开发, React, Web开发, AngularJS, 框架开发, 框架设...  20221123171554   \n",
       " 3            [前端开发, jQuery, Vue, 教育领域, 大数据领域, 人工智能领域]  20221130204337   \n",
       " 4   [架构设计, 前端开发, Vue, 模块开发, 框架设计, 框架开发, MVVM, MVC,...  20221214093025   \n",
       " 5                      [Vue, HTML5, Javascript, 电商领域]  20230427155003   \n",
       " 6                                [to C, 游戏官网, h5活动页面]  20230202162600   \n",
       " 7   [前端开发, Hybrid, 界面开发, 模块开发, 框架开发, 框架设计, 架构设计, J...  20230426142106   \n",
       " 8   [前端开发, Echarts, 移动开发, 界面开发, 架构设计, Javascript, ...  20220713151801   \n",
       " 9                                  [Vue, 前端开发, HTML5]  20230112163307   \n",
       " 10  [React, Vue, Electron, C语言, C/C++, R语言, Object...  20230512102631   \n",
       " 11               [前端开发, 界面开发, 后端开发, 框架设计, 框架开发, 移动开发]  20230228142737   \n",
       " 12   [uni-app, 前端开发, Web开发, 移动开发, ASP.NET, .NET, M语言]  20220916094626   \n",
       " 13                            [自然资源工作经验, GIS, 前端开发经验]  20230116150543   \n",
       " 14  [前端开发, 架构设计, Node.js, 后端开发, 移动开发, Grunt, 框架开发,...  20230202150624   \n",
       " 15   [前端开发, 界面开发, 模块开发, 功能开发, 架构设计, 框架开发, 框架设计, 系统开发]  20230406093817   \n",
       " 16                    [Vue, React, Java, Linux, 银行领域]  20230506145551   \n",
       " 17                                               [CI]  20230407164624   \n",
       " 18                      [react, vue, ajax, 网络协议, 小程序]  20200623093216   \n",
       " 19  [界面开发, Vue, React, jQuery, 框架开发, 框架设计, Angular...  20220623162321   \n",
       " 20    [ASP.NET, ECMAScript 6, ECMAScript, Javascript]  20230509180317   \n",
       " 21                                                 []  20230524141741   \n",
       " 22                    [前端开发, jQuery, MVC, Javascript]  20220315105032   \n",
       " 23                                    [前端开发, Node.js]  20230516144246   \n",
       " 24                                [Electron, Node.js]  20230529091806   \n",
       " 25                       [React, Bootstrap, IT/信息化领域]  20230427112156   \n",
       " 26                                 [CSS, HTML, HTML5]  20230424144502   \n",
       " 27                    [React, 移动开发, 前端开发, 框架设计, 框架开发]  20230525102300   \n",
       " 28  [游戏开发, 前端开发, 界面开发, TypeScript, HTML5, Javascript]  20230526112026   \n",
       " 29                                       [React, Vue]  20230419153819   \n",
       " 30                                [Web开发, React, Vue]  20220809153407   \n",
       " 31                                         [讲师, 前端培训]  20230517141524   \n",
       " 32         [前端开发, Web开发, Vue, 后端开发, 银行领域, 保险领域, 金融领域]  20230225184603   \n",
       " 33                             [Vue, 移动开发, 前端开发, CSS]  20230201100447   \n",
       " 34                 [Vue, React, 框架设计, 框架开发, Electron]  20230530160639   \n",
       " 35          [javascript, 前端开发, css3, jquery, webpack]  20230302184644   \n",
       " 36  [React, Vue, Angular, React Native, Grunt, Thr...  20230217145051   \n",
       " 37  [Vue, Echarts, ElementUI, 移动开发, React, Angular...  20230509135019   \n",
       " 38    [前端开发, 架构设计, CSS, HTML, Javascript, XML, HTML5]  20221109141720   \n",
       " 39  [界面开发, 前端开发, Vue, Vue.js, jQuery, EasyUI, Web开...  20221128163057   \n",
       " \n",
       "    job.jobKind  job.salary  job.dq job.jobId  job.advViewFlag  job.topJob  \\\n",
       " 0            2       8-10k      广州  54033053            False       False   \n",
       " 1            2      11-20k      广州  56519225            False       False   \n",
       " 2            2       8-12k  广州-天河区  54337835            False       False   \n",
       " 3            2       6-10k  广州-天河区  54781815            False       False   \n",
       " 4            2       8-16k  广州-天河区  54413313            False       False   \n",
       " 5            2        5-9k  广州-天河区  57399713            False       False   \n",
       " 6            2  17-23k·13薪  广州-荔湾区  55756289            False       False   \n",
       " 7            2      19-30k  广州-黄埔区  58154751            False       False   \n",
       " 8            2      15-20k  广州-番禺区  51093163            False       False   \n",
       " 9            2      12-18k  广州-天河区  49179097            False       False   \n",
       " 10           1      17-19k  广州-天河区  45994529            False       False   \n",
       " 11           2  20-35k·16薪  广州-番禺区  55843031            False       False   \n",
       " 12           2        3-8k      广州  20890663            False       False   \n",
       " 13           2      10-20k  广州-天河区  55495929            False       False   \n",
       " 14           2      10-15k  广州-天河区  55749329            False       False   \n",
       " 15           2  14-20k·14薪  广州-天河区  50412403            False       False   \n",
       " 16           2  19-22k·13薪  广州-天河区  58021277            False       False   \n",
       " 17           2  26-35k·13薪  广州-天河区  51158569            False       False   \n",
       " 18           2      10-15k      广州  25248211            False       False   \n",
       " 19           2   9-27k·14薪  广州-黄埔区  50112189            False       False   \n",
       " 20           2      23-27k  广州-天河区  58420177            False       False   \n",
       " 21           2  15-26k·13薪  广州-海珠区  57842221            False       False   \n",
       " 22           2       5-10k  广州-天河区  18041851            False       False   \n",
       " 23           1  25-30k·13薪  广州-海珠区  46163917            False       False   \n",
       " 24           2      15-20k  广州-天河区  55491393            False       False   \n",
       " 25           2      12-20k  广州-越秀区  48825599            False       False   \n",
       " 26           2      10-15k  广州-天河区  57216937            False       False   \n",
       " 27           2      12-20k  广州-天河区  58830849            False       False   \n",
       " 28           2       5-10k  广州-天河区  58663537            False       False   \n",
       " 29           2  15-25k·13薪  广州-黄埔区  57943551            False       False   \n",
       " 30           2      10-15k  广州-天河区  48458729            False       False   \n",
       " 31           2   8-12k·14薪  广州-天河区  47264765            False       False   \n",
       " 32           2      11-20k  广州-海珠区  56485227            False       False   \n",
       " 33           2   9-13k·13薪  广州-天河区  54438793            False       False   \n",
       " 34           2  15-25k·13薪  广州-番禺区  58175043            False       False   \n",
       " 35           2   8-15k·14薪  广州-越秀区  17607303            False       False   \n",
       " 36           2  13-26k·13薪  广州-海珠区  55969149            False       False   \n",
       " 37           2       9-14k      广州  53905489            False       False   \n",
       " 38           2       8-18k  广州-南沙区  53754393            False       False   \n",
       " 39           2      10-15k  广州-天河区  22703381            False       False   \n",
       " \n",
       "     ... recruiter.chatted             recruiter.recruiterId  \\\n",
       " 0   ...             False  8b830d8ae6201c5384c3ec9985f70200   \n",
       " 1   ...             False  d5461c6fa3451d72c14199fdaf1e8877   \n",
       " 2   ...             False  aa918f457988eb59271eb2425b9525a6   \n",
       " 3   ...             False  66853313dd6fa80e8c2e9f2e82fea6f6   \n",
       " 4   ...             False  fd4948a2a86ff54d669e4785d3684d33   \n",
       " 5   ...             False  2003033a75e2885a6e912b11b11f5fe0   \n",
       " 6   ...             False  ae7b238f212c0c934bab7567ab2ceed7   \n",
       " 7   ...             False  3d37fb0914d7b9d344e28ca4f9b487dd   \n",
       " 8   ...             False  40871f22c527fc4d7ca45f6c43c62a72   \n",
       " 9   ...             False  c7c94fc9c9365e96c275710365caaa2e   \n",
       " 10  ...             False  270fc4f7a8c9d61e3825b6087c301a0e   \n",
       " 11  ...             False  84231bcf8b19ef51f9e2b1d319945a39   \n",
       " 12  ...             False  41be22d503ff2091e49cbca4e790d2ef   \n",
       " 13  ...             False  385358a0b0dbcc6d641e13123d9e8e75   \n",
       " 14  ...             False  d976d8102e946745f02522af86a8bc00   \n",
       " 15  ...             False  b800c16df80330f3c924521a08a8da61   \n",
       " 16  ...             False  e6596d9f082f400231f892e41b3849bc   \n",
       " 17  ...             False  86a68514e468212592b63bec4f172b32   \n",
       " 18  ...             False  0d2918bb99abe6c09d6f2c1ac35919b5   \n",
       " 19  ...             False  4481f310eb6d7d2c4752b004f76e7c4b   \n",
       " 20  ...             False  026a67a94d40d766648bc5dea418bfcc   \n",
       " 21  ...             False  19781dc16b75a3fad2fa0a0173bbdab8   \n",
       " 22  ...             False  4d648e420b95ce04989b980a12dc5bb2   \n",
       " 23  ...             False  03b7f0f742672ff88b46a327655b13ea   \n",
       " 24  ...             False  eee41492a933e4ebfee44b23e3b959af   \n",
       " 25  ...             False  9907400f94d7583e10a4c9e7a40367d0   \n",
       " 26  ...             False  7fe47d852a41210d70c686f458486c1d   \n",
       " 27  ...             False  41b652b867fab082c53e3fe9b4448b10   \n",
       " 28  ...             False  6c5f0a80a6f9f446a9edaddbd3784c46   \n",
       " 29  ...             False  998395f6305f4946cc08dcd3777d2058   \n",
       " 30  ...             False  e68ef72b8e8b4ff774f09bf5cb05c72d   \n",
       " 31  ...             False  0086f7652cd219832f2b61ac9c31d173   \n",
       " 32  ...             False  88f6afeddeacaed8d37a23358f232e10   \n",
       " 33  ...             False  2cedb5a97cf4e368cbe2e8335d02933e   \n",
       " 34  ...             False  afbf12d877df8a7a4702592abf81987c   \n",
       " 35  ...             False  f9e304df3a697eb0d4ce0c1f5ec747c9   \n",
       " 36  ...             False  28f9071099cc685465b692faebcfb0db   \n",
       " 37  ...             False  b2e0e1cd6662f9c2ad9335e34c9a3d33   \n",
       " 38  ...             False  42fea4675a22fa67b8894dbe0162d275   \n",
       " 39  ...             False  b2d6837b41449e63d81676a5d5b96176   \n",
       " \n",
       "             recruiter.recruiterPhoto comp.compId comp.compScale  \\\n",
       " 0    56a97fab45ce2797ac3ddbb306a.png   8092060.0     2000-5000人   \n",
       " 1    5f8f986bdfb13a7dee342f2108u.jpg   9410046.0       100-499人   \n",
       " 2    5f8f986779c7cc70efbf36c008u.jpg  13058195.0         50-99人   \n",
       " 3    5f8f9863f6d1ab58476f246a08u.jpg   8665426.0          1-49人   \n",
       " 4    6048bce309b3c827a9c0c4b704u.png   7860806.0    5000-10000人   \n",
       " 5    5f8f9865ea60860b75384fa508u.jpg   8140158.0          1-49人   \n",
       " 6    5f8f98648dbe6273dcf8515508u.jpg  12945495.0         50-99人   \n",
       " 7    5f8f98648dbe6273dcf8515508u.jpg   7854025.0    5000-10000人   \n",
       " 8    5f8f98648dbe6273dcf8515508u.jpg   6785693.0     1000-2000人   \n",
       " 9    5f8f98648dbe6273dcf8515508u.jpg    885682.0       100-499人   \n",
       " 10  63fd7768491c5e525bf8215408u.jpeg         NaN       100-499人   \n",
       " 11   5f8f98648dbe6273dcf8515508u.jpg   9873489.0     1000-2000人   \n",
       " 12   5f8f9868f6d1ab58476f24a008u.jpg  10002499.0          1-49人   \n",
       " 13   5f8f98698dbe6273dcf8516008u.jpg   9704154.0       100-499人   \n",
       " 14   5f8f9866dfb13a7dee342f1808u.jpg   7891767.0       100-499人   \n",
       " 15   5f8f9863f6d1ab58476f246a08u.jpg   9678658.0       500-999人   \n",
       " 16   5f8f9863f6d1ab58476f246a08u.jpg   7865459.0       10000人以上   \n",
       " 17   6277bef005b72b69851b0bd801u.png   7879896.0     1000-2000人   \n",
       " 18   5f8f9865ea60860b75384fa508u.jpg   2034027.0       10000人以上   \n",
       " 19   5f8f986779c7cc70efbf36c008u.jpg   9386110.0     2000-5000人   \n",
       " 20   6362243cf9032b74b607c64804u.png   7879896.0     1000-2000人   \n",
       " 21   5f8f9863f6d1ab58476f246a08u.jpg   1640101.0     2000-5000人   \n",
       " 22   5f8f9865ea60860b75384fa508u.jpg   8161158.0       100-499人   \n",
       " 23   5f8fa3bdea60860b75385c7e08u.png         NaN       10000人以上   \n",
       " 24   5f8f9863f6d1ab58476f246a08u.jpg    885682.0       100-499人   \n",
       " 25   5f8f986779c7cc70efbf36c008u.jpg   8939140.0       100-499人   \n",
       " 26   5f8f9865ea60860b75384fa508u.jpg    564501.0       10000人以上   \n",
       " 27   5f8f9865ea60860b75384fa508u.jpg   6976808.0    5000-10000人   \n",
       " 28   5f8f9866dfb13a7dee342f1808u.jpg  10223899.0          1-49人   \n",
       " 29   5f8f98698dbe6273dcf8516008u.jpg   7854025.0    5000-10000人   \n",
       " 30   624173c78c74e57d84e92d5803u.png   8759898.0         50-99人   \n",
       " 31   5f8f9865ea60860b75384fa508u.jpg   9965861.0          1-49人   \n",
       " 32   63fd95b94de2572c08ca532f03u.png   7890663.0     2000-5000人   \n",
       " 33   5f8f9866dfb13a7dee342f1808u.jpg   8675733.0       100-499人   \n",
       " 34   5f8f986779c7cc70efbf36c008u.jpg    930104.0    5000-10000人   \n",
       " 35   5f8f986779c7cc70efbf36c008u.jpg   8067064.0       500-999人   \n",
       " 36   5f8f9868f6d1ab58476f24a008u.jpg   8510313.0     1000-2000人   \n",
       " 37   5f8f986aea60860b75384fab08u.jpg   8570774.0     1000-2000人   \n",
       " 38   5f8f986aea60860b75384fab08u.jpg  13306595.0         50-99人   \n",
       " 39   5f8f9863f6d1ab58476f246a08u.jpg  10165087.0          1-49人   \n",
       " \n",
       "                       comp.compLogo    comp.compName  \\\n",
       " 0   5bfe969f74719df0ac990fee03a.png       亿达信息技术有限公司   \n",
       " 1   62eb2cff7f2ae41acfa6264501u.png     广州炫动信息科技有限公司   \n",
       " 2   61b21043afe5be721cbd99fe07u.jpg       广州数羊科技有限公司   \n",
       " 3   61b07937d0458d53c627567e02u.jpg     广州众盟信息科技有限公司   \n",
       " 4   5bfea55f74719d2aa34ce15203a.png             金蝶软件   \n",
       " 5   61b07937d0458d53c627567e02u.jpg     广州恒星网络科技有限公司   \n",
       " 6   619e0cbb836c061aae6490ea07u.jpg            红匣子游戏   \n",
       " 7   5bfe95c674719df0ac98e51303a.png             视源股份   \n",
       " 8   5bfe953474719dc6ed74134303a.png              中海达   \n",
       " 9   5bfe9a5174719df0ac99ce5e03a.png            京北方信息   \n",
       " 10  60e2fe0bf3df194a3c48adb502u.png         某国内互联网公司   \n",
       " 11  603de53b0f02191a7981a0e508u.png               YY   \n",
       " 12  61b07937d0458d53c627567e02u.jpg     广州汇软信息科技有限公司   \n",
       " 13  61922ca49d1cd9703f74389d02u.png   上海维智卓新信息科技有限公司   \n",
       " 14  642b8a07f8732420a171406901u.png   上海贝锐信息科技股份有限公司   \n",
       " 15  629da182961dea439f6c2a6206u.png   广东博众智能科技投资有限公司   \n",
       " 16  5bfe90cf74719d35745ab55f03a.png             软通动力   \n",
       " 17  5bfea17f74719d2aa34c2b7e03a.png              信必优   \n",
       " 18  5bfea5f974719d2aa34cef7003a.png       中国联通广东省分公司   \n",
       " 19  62906f4fb244352e0e92648207u.png         多益网络有限公司   \n",
       " 20  5bfea17f74719d2aa34c2b7e03a.png              信必优   \n",
       " 21  5ae1750c8e50ff6eb70569ad05a.jpg   友邦资讯科技(广州)有限公司   \n",
       " 22  5bfe8f1974719d35745a5f7803a.png             学邦信息   \n",
       " 23  60e2fe0bf3df194a3c48adb502u.png     某上海大型计算机软件公司   \n",
       " 24  5bfe9a5174719df0ac99ce5e03a.png            京北方信息   \n",
       " 25  61b07937d0458d53c627567e02u.jpg     广州君思网络科技有限公司   \n",
       " 26  60f922fc7b798c7771ced40208u.png             神州信息   \n",
       " 27  60bdbb777cc07936e59f707602u.png             德科信息   \n",
       " 28  61b07937d0458d53c627567e02u.jpg     广州笑傲江湖科技有限公司   \n",
       " 29  5bfe95c674719df0ac98e51303a.png             视源股份   \n",
       " 30  61b07937d0458d53c627567e02u.jpg    广州市华势信息科技有限公司   \n",
       " 31  61b07937d0458d53c627567e02u.jpg  广州市靖凯开源软件技术有限公司   \n",
       " 32  5bfe9e4a74719d2aa34b8b9b03a.png             汉克时代   \n",
       " 33  5bfe928674719d9f609a703603a.png             讯鸿网络   \n",
       " 34  5e13ea35643e6e53a878611508u.jpg             欢聚集团   \n",
       " 35  5d8d69f7d0e79f08cf13b1d602u.png               申迪   \n",
       " 36  5a1f927370323b4a84a66ab305a.jpg        云米全屋互联网家电   \n",
       " 37  61f345c474673e5468cfe23607u.png     广东德生科技股份有限公司   \n",
       " 38  61b07937d0458d53c627567e02u.jpg    苏州点耐特数据科技有限公司   \n",
       " 39  61b07937d0458d53c627567e02u.jpg     广州铭峻电子科技有限公司   \n",
       " \n",
       "                                    comp.link comp.compIndustry comp.compStage  \n",
       " 0    https://www.liepin.com/company/8092060/             计算机软件            NaN  \n",
       " 1    https://www.liepin.com/company/9410046/                游戏           战略投资  \n",
       " 2   https://www.liepin.com/company/13058195/           在线社交/媒体            NaN  \n",
       " 3    https://www.liepin.com/company/8665426/              在线教育          融资未公开  \n",
       " 4    https://www.liepin.com/company/7860806/             计算机软件            NaN  \n",
       " 5    https://www.liepin.com/company/8140158/               互联网          融资未公开  \n",
       " 6   https://www.liepin.com/company/12945495/                游戏            NaN  \n",
       " 7    https://www.liepin.com/company/7854025/             计算机软件         沪深A股上市  \n",
       " 8    https://www.liepin.com/company/6785693/       电子/半导体/集成电路            已上市  \n",
       " 9     https://www.liepin.com/company/885682/               互联网            已上市  \n",
       " 10                                                         互联网            NaN  \n",
       " 11   https://www.liepin.com/company/9873489/               互联网           美股上市  \n",
       " 12  https://www.liepin.com/company/10002499/             计算机软件          融资未公开  \n",
       " 13   https://www.liepin.com/company/9704154/           云计算/大数据             A轮  \n",
       " 14   https://www.liepin.com/company/7891767/             计算机软件             B轮  \n",
       " 15   https://www.liepin.com/company/9678658/          基金/证券/期货            NaN  \n",
       " 16   https://www.liepin.com/company/7865459/               互联网            NaN  \n",
       " 17   https://www.liepin.com/company/7879896/             计算机软件            NaN  \n",
       " 18   https://www.liepin.com/company/2034027/          运营商/增值服务            NaN  \n",
       " 19   https://www.liepin.com/company/9386110/               互联网            NaN  \n",
       " 20   https://www.liepin.com/company/7879896/             计算机软件            NaN  \n",
       " 21   https://www.liepin.com/company/1640101/             计算机软件           港股上市  \n",
       " 22   https://www.liepin.com/company/8161158/               互联网             A轮  \n",
       " 23                                                       计算机软件          融资未公开  \n",
       " 24    https://www.liepin.com/company/885682/               互联网            已上市  \n",
       " 25   https://www.liepin.com/company/8939140/             计算机软件            NaN  \n",
       " 26    https://www.liepin.com/company/564501/             计算机软件            NaN  \n",
       " 27   https://www.liepin.com/company/6976808/               互联网           战略投资  \n",
       " 28  https://www.liepin.com/company/10223899/                游戏             其他  \n",
       " 29   https://www.liepin.com/company/7854025/             计算机软件         沪深A股上市  \n",
       " 30   https://www.liepin.com/company/8759898/             计算机软件           战略投资  \n",
       " 31   https://www.liepin.com/company/9965861/             批发/零售            NaN  \n",
       " 32   https://www.liepin.com/company/7890663/              IT服务            NaN  \n",
       " 33   https://www.liepin.com/company/8675733/               互联网             C轮  \n",
       " 34    https://www.liepin.com/company/930104/               互联网           美股上市  \n",
       " 35   https://www.liepin.com/company/8067064/             计算机软件            NaN  \n",
       " 36   https://www.liepin.com/company/8510313/              智能硬件           美股上市  \n",
       " 37   https://www.liepin.com/company/8570774/               互联网          中小板上市  \n",
       " 38  https://www.liepin.com/company/13306595/             计算机软件            NaN  \n",
       " 39  https://www.liepin.com/company/10165087/              IT服务          融资未公开  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 1   %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 2   %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 3   %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 4   %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 5   %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 6   %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 7   %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 8   %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 9   %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 10  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 11  %7B%22jobKind%22%3A%221%22%2C%22sfrom%22%3A%22...   \n",
       " 12  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 13  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 14  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 15  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 16  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 17  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 18  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 19  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 20  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 21  %7B%22jobKind%22%3A%221%22%2C%22sfrom%22%3A%22...   \n",
       " 22  %7B%22jobKind%22%3A%221%22%2C%22sfrom%22%3A%22...   \n",
       " 23  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 24  %7B%22jobKind%22%3A%221%22%2C%22sfrom%22%3A%22...   \n",
       " 25  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 26  %7B%22jobKind%22%3A%221%22%2C%22sfrom%22%3A%22...   \n",
       " 27  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 28  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 29  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 30  %7B%22jobKind%22%3A%221%22%2C%22sfrom%22%3A%22...   \n",
       " 31  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 32  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 33  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 34  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 35  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 36  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 37  %7B%22jobKind%22%3A%221%22%2C%22sfrom%22%3A%22...   \n",
       " 38  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 39  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"userId\":\"76356ae788dfe650798bbb5cb41acc69\",\"...   \n",
       " 1   {\"userId\":\"3c7809eade2bdcbf731b0e7b4e6639e3\",\"...   \n",
       " 2   {\"userId\":\"ba54f3270bc3a6a3d32530057d02a17f\",\"...   \n",
       " 3   {\"userId\":\"8122619ba9f00241cf51b0969df0fbb8\",\"...   \n",
       " 4   {\"userId\":\"0ff4e9f779b3b1c706d61e87338e0c97\",\"...   \n",
       " 5   {\"userId\":\"5093b69c6ff6668fdeff88742417ab4c\",\"...   \n",
       " 6   {\"userId\":\"ba28e7e9ddab5fa9426c32ed97d99af8\",\"...   \n",
       " 7   {\"userId\":\"7e9dfc07dabcbb0707009f7ea42936b4\",\"...   \n",
       " 8   {\"userId\":\"c2cbc1d4351f98f92c8fd8a7b3c09754\",\"...   \n",
       " 9   {\"userId\":\"cc88b0c4e1a42225fac8dea42743dc5a\",\"...   \n",
       " 10  {\"userId\":\"b99b02100f0e215b0ec7afb99b64a319\",\"...   \n",
       " 11  {\"userId\":\"98467ebae1baae30bbf1c5d45b14d609\",\"...   \n",
       " 12  {\"userId\":\"00d2c8aedf2db5bbd1ca04e4e09fbf1c\",\"...   \n",
       " 13  {\"userId\":\"a8095c7753d36fdf8b5160a63fce61ce\",\"...   \n",
       " 14  {\"userId\":\"fd7006524ef63768cfc61d8dafbaec4a\",\"...   \n",
       " 15  {\"userId\":\"71041420b104e9b31f0cf90f1e2065ea\",\"...   \n",
       " 16  {\"userId\":\"ba4004ace7844e8dc55b630f8066cefb\",\"...   \n",
       " 17  {\"userId\":\"06cfe5a5ecb2703654264c21b5ed8e88\",\"...   \n",
       " 18  {\"userId\":\"73dd4f982800baaf5cdcd46d7b9cbebc\",\"...   \n",
       " 19  {\"userId\":\"39663a3ded103a03e966f47a458c9b8c\",\"...   \n",
       " 20  {\"userId\":\"535037f5c15cf868823e69742f4e4c66\",\"...   \n",
       " 21  {\"userId\":\"0b9798eaf79a23c07194d81ea22f6827\",\"...   \n",
       " 22  {\"userId\":\"5233566915f50ca46ff11c9481f325bb\",\"...   \n",
       " 23  {\"userId\":\"9c8e9f590090be1d45f5008f97119e57\",\"...   \n",
       " 24  {\"userId\":\"dd5861f543a9cc74135dcf5cd1c6cbaa\",\"...   \n",
       " 25  {\"userId\":\"bcbe8ed7c76dda6e960ec69c08f1a98a\",\"...   \n",
       " 26  {\"userId\":\"08fad626097e3f38d9243527c7793bbf\",\"...   \n",
       " 27  {\"userId\":\"a420e7b8656078a5fda650f26cc8a64e\",\"...   \n",
       " 28  {\"userId\":\"871518775391643a04bdffecc9c81011\",\"...   \n",
       " 29  {\"userId\":\"4430db870bbf65f81ad7acb97a3c3f11\",\"...   \n",
       " 30  {\"userId\":\"5cd46d3c0d77a5eb16479476180b57e6\",\"...   \n",
       " 31  {\"userId\":\"7e23d2d8f74bee81269389a61f52ae67\",\"...   \n",
       " 32  {\"userId\":\"be6205dbb14d1ddf296e034899da411f\",\"...   \n",
       " 33  {\"userId\":\"a3d3406c376771a0d00ab337c61ad605\",\"...   \n",
       " 34  {\"userId\":\"3c7809eade2bdcbf731b0e7b4e6639e3\",\"...   \n",
       " 35  {\"userId\":\"7a808ed888be99f473966dd649ad951f\",\"...   \n",
       " 36  {\"userId\":\"f889a4700e8cc103a4b384409f793a44\",\"...   \n",
       " 37  {\"userId\":\"68ca1e0572c43ea91d28f14683294fbe\",\"...   \n",
       " 38  {\"userId\":\"6c3b0708d5f02ea406a5e59be86927e0\",\"...   \n",
       " 39  {\"userId\":\"ddfdb56d84197a5555212130344e27c7\",\"...   \n",
       " \n",
       "                                            job.labels job.jobKind job.jobId  \\\n",
       " 0                        [javascript, css, html, php]           2  36070439   \n",
       " 1                                         [前端开发, 小程序]           2  30203035   \n",
       " 2                                       [前端开发, React]           2  56509521   \n",
       " 3                [Javascript, Gulp, Webpack, Express]           2  51851433   \n",
       " 4   [前端开发, Vue, React, Angular, 模块开发, MVVM, 架构设计, ...           2  54256425   \n",
       " 5                 [前端开发, 框架开发, 框架设计, 模块开发, MVVM, CSS]           2  51445547   \n",
       " 6   [框架开发, 框架设计, 前端开发, Node.js, 架构设计, IOS框架, Vue, ...           2  54815577   \n",
       " 7   [界面开发, 框架开发, 框架设计, 前端开发, 移动开发, Web开发, HTML5, H...           2  54499777   \n",
       " 8                                              [前端开发]           2  50836915   \n",
       " 9                                              [vue3]           2  55591137   \n",
       " 10                     [前端开发, Vue, React, TypeScript]           2  56120569   \n",
       " 11                                 [前端开发, 框架开发, 框架设计]           1  44176321   \n",
       " 12        [HTML, Javascript, 前端开发, HTML5, 框架设计, 架构设计]           2  47979293   \n",
       " 13                                 [前端开发, 框架设计, 框架开发]           2  55761933   \n",
       " 14  [前端开发, 后端开发, React, 框架开发, 框架设计, Angular, Node....           2  51625369   \n",
       " 15  [javascript, css, 前端开发, css3, vue, html, ajax,...           2  34458219   \n",
       " 16  [React, IT/信息化领域, 前端开发, 系统开发, TypeScript, Java...           2  51512403   \n",
       " 17                                             [前端开发]           2  50945595   \n",
       " 18  [前端开发, react, vue, ajax, webpack, angular, gul...           2  35849535   \n",
       " 19                                            [Web开发]           2  49510183   \n",
       " 20                         [React Native, React, API]           2  56441859   \n",
       " 21                        [Vue, IT/信息化领域, Javascript]           1  44633173   \n",
       " 22  [前端开发, React, 框架开发, 框架设计, CSS, TypeScript, C/C...           1  46530427   \n",
       " 23  [前端开发, 框架开发, 框架设计, Node.js, React, 架构设计, ESLin...           2  58912423   \n",
       " 24        [Web开发, Vue, React, Electron, React Native]           1  45097669   \n",
       " 25  [前端开发, React, 大数据领域, Vue, 框架开发, 框架设计, 架构设计, 人工...           2  55523919   \n",
       " 26                                     [前端开发, 头部公募基金]           1  45431057   \n",
       " 27  [前端开发, Web开发, 框架开发, 框架设计, AngularJS, Bootstrap...           2  53807611   \n",
       " 28  [javascript, 前端开发, vue, jquery, ajax, webpack,...           2  31199119   \n",
       " 29  [Web开发, Vue, React, 界面开发, HTML, HTML5, Javascr...           2  50096195   \n",
       " 30  [前端开发, React, 框架设计, 框架开发, Javascript, HTML, CS...           1  45490241   \n",
       " 31                       [React, 架构设计, HTML, Webpack]           2  57095783   \n",
       " 32                           [前端开发, 框架设计, 框架开发, 网络开发]           2  56236507   \n",
       " 33                           [界面开发, 前端开发, 框架开发, 框架设计]           2  36459667   \n",
       " 34                           [css3, vue, jquery, 小程序]           2  39170285   \n",
       " 35                                 [前端开发, 框架设计, 框架开发]           2  56614187   \n",
       " 36     [前端开发, Bootstrap, MVVM, MVC, D语言, HTML, HTML5]           2  45487233   \n",
       " 37                                                 []           1  45871905   \n",
       " 38                                                 []           2  54260243   \n",
       " 39      [css, 前端开发, react, html, webpack, Umi, Antd ]           2  41241037   \n",
       " \n",
       "                        job.title job.refreshTime  job.salary  job.dq  \\\n",
       " 0                     web前端开发工程师  20210222203452       6-10k  广州-天河区   \n",
       " 1                   前端开发工程师（产研部）  20220118100201  15-25k·16薪  广州-海珠区   \n",
       " 2                     WEB前端开发工程师  20230227140742      10-20k  广州-黄埔区   \n",
       " 3                        前端开发工程师  20230227151603  12-24k·13薪  广州-天河区   \n",
       " 4                 前端开发工程师--自研非外包  20221122162143      12-18k  广州-黄埔区   \n",
       " 5   （资深）前端开发工程师-财务-飞书企业应用（北京/上海）  20220727145924      30-60k  广州-海珠区   \n",
       " 6                   高级WEB前端开发工程师  20230407100137      14-16k      广州   \n",
       " 7                     前端开发（广发基金）  20221125174838      10-15k      广州   \n",
       " 8                      高级前端开发工程师  20220703220848      10-15k  广州-黄埔区   \n",
       " 9                     WEB前端开发工程师  20230413090556      12-15k  广州-番禺区   \n",
       " 10              前端开发工程师（线上面试/双休）  20230215133455      12-15k  广州-天河区   \n",
       " 11                       WEB前端开发  20230307174613  11-16k·14薪  广州-天河区   \n",
       " 12                       前端开发工程师  20220311174417       7-10k      广州   \n",
       " 13                         前端开发岗  20230202174109      25-45k  广州-天河区   \n",
       " 14                    WEB前端开发工程师  20220803173341  12-20k·14薪  广州-黄埔区   \n",
       " 15                       前端开发工程师  20230420171222       5-10k  广州-天河区   \n",
       " 16                    WEB前端开发工程师  20221223104310       8-16k  广州-番禺区   \n",
       " 17                          前端开发  20221107162824       8-15k  广州-天河区   \n",
       " 18                       web前端开发  20230207103406      12-20k      广州   \n",
       " 19                    web前端开发工程师  20220919153622      12-18k  广州-越秀区   \n",
       " 20                  React前端开发工程师  20230531093513      18-25k  广州-天河区   \n",
       " 21                          前端开发  20230322114456       7-10k  广州-天河区   \n",
       " 22                          前端开发  20230529174055  25-40k·16薪      广州   \n",
       " 23                       前端开发工程师  20230529133425  13-22k·13薪  广州-海珠区   \n",
       " 24                       前端开发工程师  20230407160324      15-18k      广州   \n",
       " 25               前端开发工程师(粤建数智公司)  20230118142703      15-30k  广州-荔湾区   \n",
       " 26                前端开发工程师（中级/高级）  20230419114113  30-60k·24薪  广州-天河区   \n",
       " 27                       前端开发工程师  20230515162508      18-35k      广州   \n",
       " 28                 前端开发工程师—云运营二部  20230525154239       8-10k  广州-天河区   \n",
       " 29                          前端开发  20230203112404      15-22k  广州-海珠区   \n",
       " 30                     高级前端开发工程师  20230420182643  40-50k·15薪      广州   \n",
       " 31                  高级web前端开发工程师  20230320094713    190-300k  广州-黄埔区   \n",
       " 32                     React前端开发  20230412165619  15-25k·14薪  广州-番禺区   \n",
       " 33                    web前端开发工程师  20210302155208  20-25k·18薪      广州   \n",
       " 34                     高级前端开发工程师  20220303105402  20-30k·16薪  广州-海珠区   \n",
       " 35                  WebGL 前端开发工程  20230301202522  25-35k·13薪  广州-黄埔区   \n",
       " 36                     高级前端开发工程师  20230217101839      20-30k  广州-天河区   \n",
       " 37                     数字前端开发工程师  20230506170841      35-60k      广州   \n",
       " 38                     中级前端开发工程师  20221207170429      13-20k  广州-黄埔区   \n",
       " 39                       前端开发工程师  20210726135413      10-18k  广州-天河区   \n",
       " \n",
       "     job.topJob  ... recruiter.recruiterTitle  \\\n",
       " 0        False  ...                      总经理   \n",
       " 1        False  ...                     招聘专员   \n",
       " 2        False  ...                     人事助理   \n",
       " 3        False  ...                     运营经理   \n",
       " 4        False  ...               招聘负责人及HRBP   \n",
       " 5        False  ...                     hrbp   \n",
       " 6        False  ...                            \n",
       " 7        False  ...                     招聘经理   \n",
       " 8        False  ...                     技术经理   \n",
       " 9        False  ...                     招聘专员   \n",
       " 10       False  ...                     人事专员   \n",
       " 11       False  ...                     猎头顾问   \n",
       " 12       False  ...                     人事行政   \n",
       " 13       False  ...                     HRBP   \n",
       " 14       False  ...                     平面设计   \n",
       " 15       False  ...                     人事经理   \n",
       " 16       False  ...                       人事   \n",
       " 17       False  ...                     HRBP   \n",
       " 18       False  ...                            \n",
       " 19       False  ...                   招聘培训专员   \n",
       " 20       False  ...                      招聘者   \n",
       " 21       False  ...                     猎头顾问   \n",
       " 22       False  ...                     猎头顾问   \n",
       " 23       False  ...                   行政人事经理   \n",
       " 24       False  ...                     猎头顾问   \n",
       " 25       False  ...                            \n",
       " 26       False  ...                     猎头顾问   \n",
       " 27       False  ...                      招聘者   \n",
       " 28       False  ...                            \n",
       " 29       False  ...             人力资源伙伴(HRBP)   \n",
       " 30       False  ...                     猎头顾问   \n",
       " 31       False  ...                     前端开发   \n",
       " 32       False  ...                       HR   \n",
       " 33       False  ...                       招聘   \n",
       " 34       False  ...                     招聘专员   \n",
       " 35       False  ...                     人事专员   \n",
       " 36       False  ...                       HR   \n",
       " 37       False  ...                     猎头顾问   \n",
       " 38       False  ...                     招聘专员   \n",
       " 39       False  ...                     HRBP   \n",
       " \n",
       "                recruiter.recruiterId         recruiter.recruiterPhoto  \\\n",
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       " 3   8122619ba9f00241cf51b0969df0fbb8  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 4   0ff4e9f779b3b1c706d61e87338e0c97  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 5   5093b69c6ff6668fdeff88742417ab4c  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 6   ba28e7e9ddab5fa9426c32ed97d99af8  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 7   7e9dfc07dabcbb0707009f7ea42936b4  574fe16d45ce266d0ff277e405a.png   \n",
       " 8   c2cbc1d4351f98f92c8fd8a7b3c09754  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 9   cc88b0c4e1a42225fac8dea42743dc5a  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 10  b99b02100f0e215b0ec7afb99b64a319  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 11  98467ebae1baae30bbf1c5d45b14d609  5f8fa3bdea60860b75385c7e08u.png   \n",
       " 12  00d2c8aedf2db5bbd1ca04e4e09fbf1c  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 13  a8095c7753d36fdf8b5160a63fce61ce  5f8f986aea60860b75384fab08u.jpg   \n",
       " 14  fd7006524ef63768cfc61d8dafbaec4a  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 15  71041420b104e9b31f0cf90f1e2065ea  5f8f986aea60860b75384fab08u.jpg   \n",
       " 16  ba4004ace7844e8dc55b630f8066cefb  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 17  06cfe5a5ecb2703654264c21b5ed8e88  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 18  73dd4f982800baaf5cdcd46d7b9cbebc  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 19  39663a3ded103a03e966f47a458c9b8c  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 20  535037f5c15cf868823e69742f4e4c66  619220b49cf8da0285aa78b406u.png   \n",
       " 21  0b9798eaf79a23c07194d81ea22f6827  5fbdd465560cce775df9b63806u.jpg   \n",
       " 22  5233566915f50ca46ff11c9481f325bb  610802d5ec0ff94b8e21847701u.jpg   \n",
       " 23  9c8e9f590090be1d45f5008f97119e57  54d1e78c712e7147fd80b5fd01a.jpg   \n",
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       " 27  a420e7b8656078a5fda650f26cc8a64e  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 28  871518775391643a04bdffecc9c81011  571885ea45ce00977366da9105a.jpg   \n",
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       " 31  7e23d2d8f74bee81269389a61f52ae67  6035df3513789f2a26af559601u.png   \n",
       " 32  be6205dbb14d1ddf296e034899da411f  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 33  a3d3406c376771a0d00ab337c61ad605  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 34  3c7809eade2bdcbf731b0e7b4e6639e3  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 35  7a808ed888be99f473966dd649ad951f  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 36  f889a4700e8cc103a4b384409f793a44  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 37  68ca1e0572c43ea91d28f14683294fbe  5e41414d643e6e53a88622aa01u.jpg   \n",
       " 38  6c3b0708d5f02ea406a5e59be86927e0  5f8f986aea60860b75384fab08u.jpg   \n",
       " 39  ddfdb56d84197a5555212130344e27c7  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " \n",
       "    comp.compId                    comp.compLogo     comp.compName  \\\n",
       " 0   12207641.0  61b07937d0458d53c627567e02u.jpg      杭州鸿智数码科技有限公司   \n",
       " 1    9541320.0  635f3558bc4bee6f5c71877b04u.png              数字广东   \n",
       " 2   12173013.0  6375911be9dca03e5ac362e106u.png              杰纳医药   \n",
       " 3   13292493.0  61b07937d0458d53c627567e02u.jpg        广州趣意科技有限公司   \n",
       " 4    9292058.0  5bfe9b1c74719df0ac99f54103a.png      金财互联数据服务有限公司   \n",
       " 5    7863078.0  5d887b5528021708fa52b44403u.jpg              字节跳动   \n",
       " 6    9395187.0  5bfea64574719d2aa34cf63003a.png    广州美凯信息技术股份有限公司   \n",
       " 7    7879896.0  5bfea17f74719d2aa34c2b7e03a.png               信必优   \n",
       " 8   13259035.0  62bcdf1322d7c248eb5f387403u.jpg    广州上升未来网络科技有限公司   \n",
       " 9   10122365.0  5d2eede1dde7f0565c180dd001u.jpg  宏脉信息技术(广州)股份有限公司   \n",
       " 10   7936268.0  6010df6262536e1895b8877601u.png     深圳市网新新思软件有限公司   \n",
       " 11         NaN  60e2fe0bf3df194a3c48adb502u.png        某广州计算机软件公司   \n",
       " 12  12767325.0  60cdd0a11689f504cbdd83b405u.png              元沣智能   \n",
       " 13   1421537.0  5bfea33774719d2aa34c7eb903a.png              广发证券   \n",
       " 14   7991222.0  5ff6a7798ad5277f6add901002u.jpg              鼎甲科技   \n",
       " 15   9826923.0  5e21270329d83a675441efc008u.jpg      广州拓冠信息科技有限公司   \n",
       " 16  13281779.0  619ec0561bd4fb704e73562006u.jpg     广州市腾思信息科技有限公司   \n",
       " 17    552933.0  5bfea2fc74719d2aa34c73fb03a.png        广东亿迅科技有限公司   \n",
       " 18   6774980.0  5bfffb7a74719da073f13d4403u.png              用友金融   \n",
       " 19   7880224.0  5bfe92b474719d9f609a790403a.png           新德汇信息技术   \n",
       " 20   8598051.0  59029b747032a701b89b8b7a04a.jpg    上海华钦信息科技股份有限公司   \n",
       " 21         NaN  60e2fe0bf3df194a3c48adb502u.png          某广州互联网公司   \n",
       " 22         NaN  60e2fe0bf3df194a3c48adb502u.png       某国内大型基金证券公司   \n",
       " 23   8075101.0  5bfe96b774719df0ac9914fc03a.png  长胜纺织科技发展(上海)有限公司   \n",
       " 24         NaN  60e2fe0bf3df194a3c48adb502u.png       某上海大型专业服务公司   \n",
       " 25  12617299.0  6063cf22381b283e0ab09b9306u.png    广东省建筑设计研究院有限公司   \n",
       " 26         NaN  60e2fe0bf3df194a3c48adb502u.png   某国内大型基金/证券/期货公司   \n",
       " 27   8306654.0  58e712317032d65ebc55a8ea05a.jpg        广东金朋科技有限公司   \n",
       " 28   1103040.0  5bfea3d874719d2aa34c9d1703a.png             中数通信息   \n",
       " 29   1072424.0  5bfe915474719d35745acf0903a.png            阿里巴巴集团   \n",
       " 30         NaN  60e2fe0bf3df194a3c48adb502u.png   某国内大型基金/证券/期货公司   \n",
       " 31   7854025.0  5bfe95c674719df0ac98e51303a.png              视源股份   \n",
       " 32   8836020.0  639937af821c6d513110e83301u.png              探迹科技   \n",
       " 33   2485521.0  5bfe908f74719d35745aa94c03a.png             碧桂园集团   \n",
       " 34   9541320.0  635f3558bc4bee6f5c71877b04u.png              数字广东   \n",
       " 35   7854025.0  5bfe95c674719df0ac98e51303a.png              视源股份   \n",
       " 36   7920718.0  5bfea0b174719d2aa34c034503a.png                奔步   \n",
       " 37         NaN  60e2fe0bf3df194a3c48adb502u.png      某广州政府/公共事业公司   \n",
       " 38  12986163.0  61b07937d0458d53c627567e02u.jpg      上海华钛信息科技有限公司   \n",
       " 39  12234049.0  5bfe9e6674719d2aa34b912f03a.png   广东康爱多数字健康科技有限公司   \n",
       " \n",
       "                                    comp.link comp.compScale comp.compIndustry  \\\n",
       " 0   https://www.liepin.com/company/12207641/          1-49人             批发/零售   \n",
       " 1    https://www.liepin.com/company/9541320/     2000-5000人               互联网   \n",
       " 2   https://www.liepin.com/company/12173013/       100-499人                制药   \n",
       " 3   https://www.liepin.com/company/13292493/          1-49人             计算机软件   \n",
       " 4    https://www.liepin.com/company/9292058/     1000-2000人               互联网   \n",
       " 5    https://www.liepin.com/company/7863078/       10000人以上               互联网   \n",
       " 6    https://www.liepin.com/company/9395187/       100-499人             计算机硬件   \n",
       " 7    https://www.liepin.com/company/7879896/     1000-2000人             计算机软件   \n",
       " 8   https://www.liepin.com/company/13259035/          1-49人            专业技术服务   \n",
       " 9   https://www.liepin.com/company/10122365/       100-499人             计算机软件   \n",
       " 10   https://www.liepin.com/company/7936268/       500-999人              IT服务   \n",
       " 11                                                 100-499人             计算机软件   \n",
       " 12  https://www.liepin.com/company/12767325/         50-99人              人工智能   \n",
       " 13   https://www.liepin.com/company/1421537/    5000-10000人          基金/证券/期货   \n",
       " 14   https://www.liepin.com/company/7991222/       100-499人             计算机软件   \n",
       " 15   https://www.liepin.com/company/9826923/         50-99人             计算机软件   \n",
       " 16  https://www.liepin.com/company/13281779/         50-99人               互联网   \n",
       " 17    https://www.liepin.com/company/552933/     2000-5000人             计算机软件   \n",
       " 18   https://www.liepin.com/company/6774980/       500-999人             计算机软件   \n",
       " 19   https://www.liepin.com/company/7880224/       500-999人             计算机软件   \n",
       " 20   https://www.liepin.com/company/8598051/     1000-2000人             计算机软件   \n",
       " 21                                                   50-99人              科技金融   \n",
       " 22                                               1000-2000人          基金/证券/期货   \n",
       " 23   https://www.liepin.com/company/8075101/       100-499人              其他行业   \n",
       " 24                                              5000-10000人            专业技术服务   \n",
       " 25  https://www.liepin.com/company/12617299/     2000-5000人            专业技术服务   \n",
       " 26                                               1000-2000人          基金/证券/期货   \n",
       " 27   https://www.liepin.com/company/8306654/       100-499人              智能硬件   \n",
       " 28   https://www.liepin.com/company/1103040/     1000-2000人          运营商/增值服务   \n",
       " 29   https://www.liepin.com/company/1072424/       10000人以上               互联网   \n",
       " 30                                               1000-2000人          基金/证券/期货   \n",
       " 31   https://www.liepin.com/company/7854025/    5000-10000人             计算机软件   \n",
       " 32   https://www.liepin.com/company/8836020/     2000-5000人               互联网   \n",
       " 33   https://www.liepin.com/company/2485521/       10000人以上           房地产开发经营   \n",
       " 34   https://www.liepin.com/company/9541320/     2000-5000人               互联网   \n",
       " 35   https://www.liepin.com/company/7854025/    5000-10000人             计算机软件   \n",
       " 36   https://www.liepin.com/company/7920718/       100-499人             计算机软件   \n",
       " 37                                                 100-499人           政府/公共事业   \n",
       " 38  https://www.liepin.com/company/12986163/         50-99人             计算机软件   \n",
       " 39  https://www.liepin.com/company/12234049/     1000-2000人            其他生活服务   \n",
       " \n",
       "     comp.compStage  \n",
       " 0              NaN  \n",
       " 1              NaN  \n",
       " 2              NaN  \n",
       " 3              NaN  \n",
       " 4              已上市  \n",
       " 5               其他  \n",
       " 6              NaN  \n",
       " 7              NaN  \n",
       " 8              NaN  \n",
       " 9            融资未公开  \n",
       " 10             NaN  \n",
       " 11           融资未公开  \n",
       " 12             天使轮  \n",
       " 13             已上市  \n",
       " 14              D轮  \n",
       " 15           融资未公开  \n",
       " 16           融资未公开  \n",
       " 17             NaN  \n",
       " 18             已上市  \n",
       " 19             NaN  \n",
       " 20             NaN  \n",
       " 21           融资未公开  \n",
       " 22            战略融资  \n",
       " 23             NaN  \n",
       " 24           融资未公开  \n",
       " 25             NaN  \n",
       " 26            战略融资  \n",
       " 27             NaN  \n",
       " 28             NaN  \n",
       " 29            港股上市  \n",
       " 30            战略融资  \n",
       " 31          沪深A股上市  \n",
       " 32              B轮  \n",
       " 33             NaN  \n",
       " 34             NaN  \n",
       " 35          沪深A股上市  \n",
       " 36             NaN  \n",
       " 37             NaN  \n",
       " 38             NaN  \n",
       " 39            战略投资  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 1   %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 2   %7B%22jobKind%22%3A%221%22%2C%22sfrom%22%3A%22...   \n",
       " 3   %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 4   %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 5   %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 6   %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 7   %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 8   %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 9   %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 10  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 11  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 12  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 13  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 14  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 15  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 16  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 17  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 18  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 19  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 20  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 21  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 22  %7B%22jobKind%22%3A%221%22%2C%22sfrom%22%3A%22...   \n",
       " 23  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 24  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 25  %7B%22jobKind%22%3A%221%22%2C%22sfrom%22%3A%22...   \n",
       " 26  %7B%22jobKind%22%3A%221%22%2C%22sfrom%22%3A%22...   \n",
       " 27  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 28  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 29  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 30  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 31  %7B%22jobKind%22%3A%221%22%2C%22sfrom%22%3A%22...   \n",
       " 32  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 33  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 34  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 35  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 36  %7B%22jobKind%22%3A%221%22%2C%22sfrom%22%3A%22...   \n",
       " 37  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 38  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 39  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"userId\":\"46dee4e93cdbeedd98c5949c12309d76\",\"...   \n",
       " 1   {\"userId\":\"1d69e70b3284f8653bb4fccd6d73874d\",\"...   \n",
       " 2   {\"userId\":\"1c4261ef86bc2de5b834e1938b59d690\",\"...   \n",
       " 3   {\"userId\":\"1211ca1ab0015e14b41b9e429f115e8f\",\"...   \n",
       " 4   {\"userId\":\"d822becbdace1be4d44f29f6a5fe14a3\",\"...   \n",
       " 5   {\"userId\":\"b8db749e10c97ad324003ca7403bd9b7\",\"...   \n",
       " 6   {\"userId\":\"a0b2f2c86598cdf7cfcb66f13f5b0f6f\",\"...   \n",
       " 7   {\"userId\":\"a6e65079034ee847f5f0cdf2380c158d\",\"...   \n",
       " 8   {\"userId\":\"5221e2035b3bc051bd3d061f5cd0d3e3\",\"...   \n",
       " 9   {\"userId\":\"6a19161e87cb3fd807f62416a5bca12e\",\"...   \n",
       " 10  {\"userId\":\"829ce19363b87347c1fffdd8e3953703\",\"...   \n",
       " 11  {\"userId\":\"b914f9ca93c9d925988c969475aaaa48\",\"...   \n",
       " 12  {\"userId\":\"5e3e26c7179a88df630490d0021dfa52\",\"...   \n",
       " 13  {\"userId\":\"3dd385a06f07bb651a973ce5d95b78cd\",\"...   \n",
       " 14  {\"userId\":\"4adc6a6c3fcfcc12251e32a8d0975e4b\",\"...   \n",
       " 15  {\"userId\":\"49444df514c06b44af1b984cd5ecffb7\",\"...   \n",
       " 16  {\"userId\":\"6654248e7903a480de010619c8b125a7\",\"...   \n",
       " 17  {\"userId\":\"c67bade4c5b531b45d9fa6bbc4a230db\",\"...   \n",
       " 18  {\"userId\":\"263967f75d12ea1307d40fc54c4fb220\",\"...   \n",
       " 19  {\"userId\":\"c0dd254f68ec807200ed049d835e0998\",\"...   \n",
       " 20  {\"userId\":\"98c281c84777c2805e70cabda6e1e5e2\",\"...   \n",
       " 21  {\"userId\":\"2df945be6ddd0ea3bd731efd111a8931\",\"...   \n",
       " 22  {\"userId\":\"d32b42564f5abd0330977fb9054075e4\",\"...   \n",
       " 23  {\"userId\":\"f271cb2eba5144946551c8adba2449fa\",\"...   \n",
       " 24  {\"userId\":\"2f3d965c3592b08fc9ee2f842263def8\",\"...   \n",
       " 25  {\"userId\":\"0d67d71bcc149da85bc0c997201eb70c\",\"...   \n",
       " 26  {\"userId\":\"a3b15428ee990208c8a059b9be23d4b9\",\"...   \n",
       " 27  {\"userId\":\"9bafbe9bd73d9dfc73423036c5c3d6aa\",\"...   \n",
       " 28  {\"userId\":\"4a9c844f37fd87bf28c7c24f40795923\",\"...   \n",
       " 29  {\"userId\":\"bcea0253eb1ef07a80c48c97374ca318\",\"...   \n",
       " 30  {\"userId\":\"7a808ed888be99f473966dd649ad951f\",\"...   \n",
       " 31  {\"userId\":\"37371b49e30c52c5eae9059e978f061f\",\"...   \n",
       " 32  {\"userId\":\"5c4e533e32e8458aa38df5d1ddfeaa65\",\"...   \n",
       " 33  {\"userId\":\"ee65489484f275693e8b04e8d4cff04d\",\"...   \n",
       " 34  {\"userId\":\"65e2f12dd3c85691031231b023761aaf\",\"...   \n",
       " 35  {\"userId\":\"1fc9dc8d269c5110fc710098c3a73dd7\",\"...   \n",
       " 36  {\"userId\":\"79acf0bab92ffc21bbc30832ae28e99d\",\"...   \n",
       " 37  {\"userId\":\"da0785b1163f90d0b202a8b3816947f5\",\"...   \n",
       " 38  {\"userId\":\"d7b79be010cfe33bf90c61e3cf1076af\",\"...   \n",
       " 39  {\"userId\":\"77f1a0841cd59bf54ee6e99f2e48e55b\",\"...   \n",
       " \n",
       "                                            job.labels job.jobKind job.jobId  \\\n",
       " 0   [前端开发, 后端开发, React, Vue, 界面开发, 全栈开发, 框架开发, 框架设...           2  54151937   \n",
       " 1                     [移动开发, 前端开发, Web开发, Javascript]           2  54432913   \n",
       " 2                      [前端开发, 模块开发, 架构设计, C/C++, C语言]           1  44453627   \n",
       " 3   [前端开发, 界面开发, Web开发, AngularJS, React, 移动开发, Bo...           2  56100629   \n",
       " 4   [界面开发, 前端开发, 架构设计, 移动开发, 框架设计, 框架开发, Echarts, ...           2  54210971   \n",
       " 5   [HTML5, Javascript, CSS, 大数据领域, 人工智能领域, IT/信息化领域]           2  53083421   \n",
       " 6   [前端开发, 界面开发, Vue, 移动开发, 架构设计, CSS, SQL, HTML, ...           2  53883621   \n",
       " 7   [Vue.js, ElementUI, CSS, Webpack, 架构设计, 框架设计, ...           2  46695223   \n",
       " 8   [Javascript, Web开发, Vue.js, uni-app, ElementUI...           2  51843675   \n",
       " 9              [前端开发, css3, react, vue, webpack, git]           2  30672827   \n",
       " 10  [javascript, 前端开发, css3, react, vue, ajax, web...           2  42513687   \n",
       " 11             [Vue, 前端开发, 金融领域, HTML5, Webpack, CSS]           2  52914751   \n",
       " 12                                 [React, Vue, 前端开发]           2  53774449   \n",
       " 13                                 [框架开发, 框架设计, 游戏开发]           2  58006975   \n",
       " 14     [WebGL开发, Three.js, Unity3D, TypeScript, 3D结构]           2  57832117   \n",
       " 15             [Echarts, IT/信息化领域, Vue, R语言, Webpack]           2  54087113   \n",
       " 16                                      [前端开发, MES系统]           2  58931931   \n",
       " 17  [javascript, 前端开发, css3, react, vue, jquery, w...           2  30915683   \n",
       " 18  [游戏开发, 前端开发, 引擎开发, 框架开发, 框架设计, 模块开发, HTML5, CS...           2  54195923   \n",
       " 19  [前端开发, Vue, IT/信息化领域, 框架开发, 框架设计, CSS, HTML, J...           2  57845971   \n",
       " 20  [javascript, css, 前端开发, css3, jquery, html, bo...           2  43397939   \n",
       " 21  [javascript, css, 前端开发, vue, ajax, webpack, gi...           2  31098289   \n",
       " 22                   [Angular, HTML, CSS, Javascript]           1  46157823   \n",
       " 23  [javascript, css, jquery, html, bootstrap, 小程序...           2  29291325   \n",
       " 24                     [javascript, 前端开发, react, vue]           2  30839681   \n",
       " 25   [前端开发, Vue, React, CSS, HTML5, Javascript, HTML]           1  44651503   \n",
       " 26                [javascript, 前端开发, ajax, php, java]           1  44227095   \n",
       " 27             [Vue, React, Taro, React Native, 教育领域]           2  55694813   \n",
       " 28  [javascript, css, 前端开发, react, vue, html, angu...           2  35867083   \n",
       " 29                                     [前端开发, 人工智能领域]           2  55591303   \n",
       " 30  [Node.js, FFmpeg, Electron, 前端开发, 框架开发, 框架设计, ...           2  55891669   \n",
       " 31                                      [Web开发, 前端开发]           1  43959865   \n",
       " 32                                  [模块开发, 功能开发, CSS]           2  57081467   \n",
       " 33                  [angular, nodejs, html5, vue, c#]           2  23656489   \n",
       " 34  [前端开发, Vue, RequireJS, 界面开发, jQuery, AngularJS...           2  44958869   \n",
       " 35                                      [GIS, gis可视化]           2  57849171   \n",
       " 36                                      [Web开发, 前端开发]           1  43957513   \n",
       " 37                           [HTML5, CSS, Javascript]           2  45547017   \n",
       " 38                     [前端开发, 框架开发, 框架设计, 架构设计, 模块开发]           2  58616203   \n",
       " 39  [前端开发, Vue, React, HTML, iOS, Android, Javascr...           2  55432953   \n",
       " \n",
       "                        job.title job.refreshTime  job.salary  job.dq  \\\n",
       " 0                        前端开发工程师  20221121110659      20-40k      广州   \n",
       " 1                        前端开发工程师  20221125100701      10-18k  广州-天河区   \n",
       " 2                     WEB前端开发工程师  20230321112804  15-20k·13薪  广州-越秀区   \n",
       " 3                      高级前端开发工程师  20230217161029  16-25k·13薪  广州-黄埔区   \n",
       " 4                      中级前端开发工程师  20230228111400       8-12k      广州   \n",
       " 5                      中级前端开发工程师  20221013134052      10-15k  广州-黄埔区   \n",
       " 6                        WEB前端开发  20221114133716       8-15k  广州-番禺区   \n",
       " 7                      高级前端开发工程师  20220720144220  18-25k·16薪  广州-越秀区   \n",
       " 8                        前端开发工程师  20230413172535      10-15k  广州-天河区   \n",
       " 9                        前端开发工程师  20200810100224      10-15k  广州-黄埔区   \n",
       " 10                       前端开发工程师  20220209160747  10-15k·13薪  广州-天河区   \n",
       " 11  前端开发（双休+7-7.5小时+13-16薪+包/餐补）  20221009165132  13-25k·13薪  广州-天河区   \n",
       " 12                          前端开发  20230303115403       8-14k  广州-天河区   \n",
       " 13                     游戏前端开发工程师  20230421115918      10-15k  广州-天河区   \n",
       " 14                     3D前端开发工程师  20230415094123      12-20k  广州-天河区   \n",
       " 15                     中级前端开发工程师  20221118104415      13-17k  广州-番禺区   \n",
       " 16                     高级前端开发工程师  20230531091629      12-23k  广州-黄埔区   \n",
       " 17                     高级前端开发工程师  20221110172456   9-15k·13薪  广州-天河区   \n",
       " 18                    H5游戏前端开发主程  20230131160101      30-40k      广州   \n",
       " 19                       前端开发工程师  20230417095128       6-12k  广州-黄埔区   \n",
       " 20                       前端开发工程师  20210918183830   8-13k·13薪  广州-白云区   \n",
       " 21                       前端开发工程师  20200824160854       6-10k      广州   \n",
       " 22                       前端开发工程师  20230516123407  22-30k·13薪  广州-海珠区   \n",
       " 23                       前端开发工程师  20210609120120        5-9k      广州   \n",
       " 24                       前端开发工程师  20200817152804      12-15k  广州-黄埔区   \n",
       " 25                          前端开发  20230325144905      15-28k      广州   \n",
       " 26                     高级前端开发工程师  20230309101613  20-40k·14薪      广州   \n",
       " 27                     高级前端开发工程师  20230201111445  20-22k·13薪  广州-黄埔区   \n",
       " 28                    web前端开发工程师  20210317150454   8-12k·13薪      广州   \n",
       " 29                    WEB前端开发工程师  20230129152623  15-25k·13薪  广州-黄埔区   \n",
       " 30                    WEB前端开发工程师  20230207164237  19-30k·13薪  广州-黄埔区   \n",
       " 31                    WEB前端开发工程师  20230301140019      18-35k  广州-天河区   \n",
       " 32                       前端开发工程师  20230325095913        3-4k  广州-番禺区   \n",
       " 33                    WEB前端开发工程师  20190923152949       8-12k      广州   \n",
       " 34                        前端开发专家  20211118112424      10-15k  广州-黄埔区   \n",
       " 35                前端开发工程师（gis经验）  20230417103902      14-23k  广州-越秀区   \n",
       " 36                    WEB前端开发工程师  20230301133211      15-25k  广州-天河区   \n",
       " 37                          前端开发  20211210102925      10-20k  广州-越秀区   \n",
       " 38               前端开发工程师(J10227)  20230527173326  10-15k·13薪  广州-天河区   \n",
       " 39             资深前端开发工程师(J12473)  20230207112822      20-35k      广州   \n",
       " \n",
       "     job.topJob  ... recruiter.recruiterTitle  \\\n",
       " 0        False  ...                     招聘HR   \n",
       " 1        False  ...                       HR   \n",
       " 2        False  ...                     猎头顾问   \n",
       " 3        False  ...                人力资源专员/助理   \n",
       " 4        False  ...                            \n",
       " 5        False  ...                       人事   \n",
       " 6        False  ...   技术VP/首席技术官CTO/首席信息官CIO   \n",
       " 7        False  ...                     招聘主管   \n",
       " 8        False  ...                       人事   \n",
       " 9        False  ...                  华中区商务经理   \n",
       " 10       False  ...                       行政   \n",
       " 11       False  ...                     人事主管   \n",
       " 12       False  ...                   人事行政经理   \n",
       " 13       False  ...                     HRBP   \n",
       " 14       False  ...                     招聘HR   \n",
       " 15       False  ...                     招聘总监   \n",
       " 16       False  ...                       HR   \n",
       " 17       False  ...                   人力资源专员   \n",
       " 18       False  ...                  招聘经理/主管   \n",
       " 19       False  ...                    人事负责人   \n",
       " 20       False  ...                     行政助理   \n",
       " 21       False  ...                   游戏界面设计   \n",
       " 22       False  ...                     猎头顾问   \n",
       " 23       False  ...                            \n",
       " 24       False  ...                     人事专员   \n",
       " 25       False  ...                     猎头顾问   \n",
       " 26       False  ...                     猎头顾问   \n",
       " 27       False  ...                     产品经理   \n",
       " 28       False  ...                     人事专员   \n",
       " 29       False  ...                            \n",
       " 30       False  ...                     人事专员   \n",
       " 31       False  ...                     猎头顾问   \n",
       " 32       False  ...                       人事   \n",
       " 33       False  ...                     项目管理   \n",
       " 34       False  ...                   高级项目经理   \n",
       " 35       False  ...                     招聘经理   \n",
       " 36       False  ...                     猎头顾问   \n",
       " 37       False  ...                     人事管理   \n",
       " 38       False  ...                       HR   \n",
       " 39       False  ...                     招聘经理   \n",
       " \n",
       "                recruiter.recruiterId          recruiter.recruiterPhoto  \\\n",
       " 0   46dee4e93cdbeedd98c5949c12309d76   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 1   1d69e70b3284f8653bb4fccd6d73874d   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 2   1c4261ef86bc2de5b834e1938b59d690   5dbe95e547b2f02171b826c103u.jpg   \n",
       " 3   1211ca1ab0015e14b41b9e429f115e8f   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 4   d822becbdace1be4d44f29f6a5fe14a3   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 5   b8db749e10c97ad324003ca7403bd9b7   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 6   a0b2f2c86598cdf7cfcb66f13f5b0f6f   5f8f986aea60860b75384fab08u.jpg   \n",
       " 7   a6e65079034ee847f5f0cdf2380c158d   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 8   5221e2035b3bc051bd3d061f5cd0d3e3   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 9   6a19161e87cb3fd807f62416a5bca12e   5d3012d4dde7f0565c19101002u.png   \n",
       " 10  829ce19363b87347c1fffdd8e3953703   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 11  b914f9ca93c9d925988c969475aaaa48   5f8f986aea60860b75384fab08u.jpg   \n",
       " 12  5e3e26c7179a88df630490d0021dfa52   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 13  3dd385a06f07bb651a973ce5d95b78cd   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 14  4adc6a6c3fcfcc12251e32a8d0975e4b   5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 15  49444df514c06b44af1b984cd5ecffb7   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 16  6654248e7903a480de010619c8b125a7  644a80795f566656a7fac5bf03u.jpeg   \n",
       " 17  c67bade4c5b531b45d9fa6bbc4a230db   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 18  263967f75d12ea1307d40fc54c4fb220   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 19  c0dd254f68ec807200ed049d835e0998   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 20  98c281c84777c2805e70cabda6e1e5e2   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 21  2df945be6ddd0ea3bd731efd111a8931   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 22  d32b42564f5abd0330977fb9054075e4   60801b58dd45815a0ccbebc802u.jpg   \n",
       " 23  f271cb2eba5144946551c8adba2449fa   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 24  2f3d965c3592b08fc9ee2f842263def8   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 25  0d67d71bcc149da85bc0c997201eb70c   63facb20514e04107e34358903u.png   \n",
       " 26  a3b15428ee990208c8a059b9be23d4b9   5f582793ea60860b7518e81f07u.jpg   \n",
       " 27  9bafbe9bd73d9dfc73423036c5c3d6aa   5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 28  4a9c844f37fd87bf28c7c24f40795923   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 29  bcea0253eb1ef07a80c48c97374ca318   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 30  7a808ed888be99f473966dd649ad951f   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 31  37371b49e30c52c5eae9059e978f061f   63ef22ef514e04107e34289f06u.png   \n",
       " 32  5c4e533e32e8458aa38df5d1ddfeaa65   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 33  ee65489484f275693e8b04e8d4cff04d   5f8f98698dbe6273dcf8516008u.jpg   \n",
       " 34  65e2f12dd3c85691031231b023761aaf   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 35  1fc9dc8d269c5110fc710098c3a73dd7   63fec5d9fc0698660268988407u.png   \n",
       " 36  79acf0bab92ffc21bbc30832ae28e99d   63ef23c318408c3863ef231506u.png   \n",
       " 37  da0785b1163f90d0b202a8b3816947f5   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 38  d7b79be010cfe33bf90c61e3cf1076af   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 39  77f1a0841cd59bf54ee6e99f2e48e55b   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " \n",
       "    comp.compId  comp.compStage                    comp.compLogo  \\\n",
       " 0    9491766.0              D轮  60a497de907306298575785f03u.png   \n",
       " 1   12196037.0             NaN  61b07937d0458d53c627567e02u.jpg   \n",
       " 2          NaN             已上市  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 3    8838245.0             NaN  619eec711aa74f23de4804bb06u.png   \n",
       " 4   13189845.0             NaN  61b07937d0458d53c627567e02u.jpg   \n",
       " 5    8634915.0             NaN  63944509821c6d513110d6e403u.png   \n",
       " 6   13176013.0             NaN  624ea917fc5aba59488d929306u.png   \n",
       " 7    9541320.0             NaN  635f3558bc4bee6f5c71877b04u.png   \n",
       " 8    9502027.0           融资未公开  61b07937d0458d53c627567e02u.jpg   \n",
       " 9    2106003.0             NaN  5bfe91bb74719d35745ae35103a.png   \n",
       " 10  10098947.0           融资未公开  61b07937d0458d53c627567e02u.jpg   \n",
       " 11  12767323.0             NaN  620f440035f4723c94cd335307u.png   \n",
       " 12   9406555.0              A轮  636b709f5c34912721fde37504u.png   \n",
       " 13  13444123.0             NaN  64015d5fa85421329054322c04u.png   \n",
       " 14   8225307.0              C轮  619c63ddb9519b011e87190704u.png   \n",
       " 15   2115085.0          沪深A股上市  5bfea4ec74719d2aa34cd0ba03a.png   \n",
       " 16  13225021.0             NaN  6449e2138a48354f818d376a04u.png   \n",
       " 17   8931170.0           创业板上市  5bfe96c874719df0ac99184003a.png   \n",
       " 18   9332166.0           融资未公开  637b3a498fec840dc675875e03u.png   \n",
       " 19   9399844.0             NaN  61b07937d0458d53c627567e02u.jpg   \n",
       " 20  12940307.0           融资未公开  61b07937d0458d53c627567e02u.jpg   \n",
       " 21   8848181.0             NaN  5bfffb4074719da073f1299a03u.png   \n",
       " 22         NaN           融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 23   7999640.0              其他  5bfea65d74719d2aa34cf85103a.png   \n",
       " 24   8158098.0           融资未公开  5bfffba874719da073f1546c03u.png   \n",
       " 25         NaN             NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 26         NaN              B轮  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 27   8955108.0            战略投资  5948f6cf70320c7ee1a312fc04a.jpg   \n",
       " 28   8774391.0           融资未公开  5bfe91a674719d35745adf2203a.png   \n",
       " 29   7854025.0          沪深A股上市  5bfe95c674719df0ac98e51303a.png   \n",
       " 30   7854025.0          沪深A股上市  5bfe95c674719df0ac98e51303a.png   \n",
       " 31         NaN           融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 32  13469455.0             NaN  640914e5c846aa0f077ec7a708u.jpg   \n",
       " 33  10204989.0             NaN  61b07937d0458d53c627567e02u.jpg   \n",
       " 34   9740318.0             NaN  6413d4148177f5537887a8f701u.png   \n",
       " 35  12993033.0             NaN  61e12b3241b53673788ec3a906u.png   \n",
       " 36         NaN           融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 37  12481241.0             NaN  5fd8620c9b3439706a18083006u.png   \n",
       " 38  10016817.0             NaN  5d26aa823fa7ce27b2b2a75802u.jpg   \n",
       " 39   9393699.0              C轮  5cf46371501544662c8b451c07u.png   \n",
       " \n",
       "       comp.compName                                 comp.link comp.compScale  \\\n",
       " 0        文远知行WeRide   https://www.liepin.com/company/9491766/       100-499人   \n",
       " 1      广州九富信息科技有限公司  https://www.liepin.com/company/12196037/          1-49人   \n",
       " 2        某知名计算机软件公司                                                 10000人以上   \n",
       " 3              健新科技   https://www.liepin.com/company/8838245/       500-999人   \n",
       " 4      广东中腾数字科技有限公司  https://www.liepin.com/company/13189845/          1-49人   \n",
       " 5        佰聆数据股份有限公司   https://www.liepin.com/company/8634915/       500-999人   \n",
       " 6              小马智印  https://www.liepin.com/company/13176013/     1000-2000人   \n",
       " 7              数字广东   https://www.liepin.com/company/9541320/     2000-5000人   \n",
       " 8     广州科之云互联科技有限公司   https://www.liepin.com/company/9502027/          1-49人   \n",
       " 9   法国赛科技术工程集团中国总公司   https://www.liepin.com/company/2106003/       100-499人   \n",
       " 10     广州市海格洛科技有限公司  https://www.liepin.com/company/10098947/          1-49人   \n",
       " 11   湖南拓维云创科技有限责任公司  https://www.liepin.com/company/12767323/    5000-10000人   \n",
       " 12              信巴迪   https://www.liepin.com/company/9406555/          1-49人   \n",
       " 13            6kw游戏  https://www.liepin.com/company/13444123/         50-99人   \n",
       " 14              三维家   https://www.liepin.com/company/8225307/     1000-2000人   \n",
       " 15     佳都科技集团股份有限公司   https://www.liepin.com/company/2115085/     2000-5000人   \n",
       " 16             珂诚信息  https://www.liepin.com/company/13225021/          1-49人   \n",
       " 17             华宇软件   https://www.liepin.com/company/8931170/    5000-10000人   \n",
       " 18     广州星邦互娱网络有限公司   https://www.liepin.com/company/9332166/       500-999人   \n",
       " 19     广州湖森电子科技有限公司   https://www.liepin.com/company/9399844/       100-499人   \n",
       " 20     广州冠宣信息科技有限公司  https://www.liepin.com/company/12940307/         50-99人   \n",
       " 21             为乐游戏   https://www.liepin.com/company/8848181/          1-49人   \n",
       " 22     某上海大型计算机软件公司                                                 10000人以上   \n",
       " 23       广州金鹏集团有限公司   https://www.liepin.com/company/7999640/     2000-5000人   \n",
       " 24   广州碧辉腾乐软件科技有限公司   https://www.liepin.com/company/8158098/          1-49人   \n",
       " 25            某知名公司                                                 100-499人   \n",
       " 26         某互联网知名企业                                                 500-999人   \n",
       " 27               希沃   https://www.liepin.com/company/8955108/     2000-5000人   \n",
       " 28    广州石竹计算机软件有限公司   https://www.liepin.com/company/8774391/       100-499人   \n",
       " 29             视源股份   https://www.liepin.com/company/7854025/    5000-10000人   \n",
       " 30             视源股份   https://www.liepin.com/company/7854025/    5000-10000人   \n",
       " 31       某广州大型互联网公司                                               1000-2000人   \n",
       " 32     广州魔晶教育科技有限公司  https://www.liepin.com/company/13469455/         50-99人   \n",
       " 33       广州嘉易科技有限公司  https://www.liepin.com/company/10204989/          1-49人   \n",
       " 34             中科开创   https://www.liepin.com/company/9740318/         50-99人   \n",
       " 35           前海橙色魔方  https://www.liepin.com/company/12993033/       500-999人   \n",
       " 36       某广州大型互联网公司                                               1000-2000人   \n",
       " 37     中保科联技术有限责任公司  https://www.liepin.com/company/12481241/         50-99人   \n",
       " 38             住方科技  https://www.liepin.com/company/10016817/     1000-2000人   \n",
       " 39             树根互联   https://www.liepin.com/company/9393699/     1000-2000人   \n",
       " \n",
       "     comp.compIndustry  \n",
       " 0                人工智能  \n",
       " 1               计算机软件  \n",
       " 2               计算机软件  \n",
       " 3               计算机软件  \n",
       " 4                 互联网  \n",
       " 5               计算机软件  \n",
       " 6               计算机软件  \n",
       " 7                 互联网  \n",
       " 8                 互联网  \n",
       " 9                整车制造  \n",
       " 10                互联网  \n",
       " 11              计算机软件  \n",
       " 12               科技金融  \n",
       " 13                 游戏  \n",
       " 14                互联网  \n",
       " 15              计算机软件  \n",
       " 16              计算机软件  \n",
       " 17              计算机软件  \n",
       " 18                 游戏  \n",
       " 19        电子/半导体/集成电路  \n",
       " 20              计算机软件  \n",
       " 21                 游戏  \n",
       " 22              计算机软件  \n",
       " 23            网络/信息安全  \n",
       " 24              计算机软件  \n",
       " 25               IT服务  \n",
       " 26              计算机软件  \n",
       " 27                互联网  \n",
       " 28              计算机软件  \n",
       " 29              计算机软件  \n",
       " 30              计算机软件  \n",
       " 31                互联网  \n",
       " 32               IT服务  \n",
       " 33             专业技术服务  \n",
       " 34        电力/热力/燃气/水务  \n",
       " 35              计算机软件  \n",
       " 36                互联网  \n",
       " 37                 保险  \n",
       " 38               工程施工  \n",
       " 39               人工智能  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 1   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 2   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 3   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 4   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 5   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 6   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 7   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 8   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 9   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 10  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 11  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 12  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 13  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 14  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 15  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 16  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 17  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 18  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 19  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 20  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 21  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 22  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 23  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 24  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 25  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 26  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 27  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 28  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 29  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 30  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 31  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 32  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 33  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 34  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 35  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 36  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 37  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 38  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 39  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"jobId\":\"48930741\",\"recruiterName\":\"夏女士\",\"job...   \n",
       " 1   {\"jobId\":\"36268569\",\"recruiterName\":\"饶先生\",\"job...   \n",
       " 2   {\"jobId\":\"54235347\",\"recruiterName\":\"杨女士\",\"job...   \n",
       " 3   {\"jobId\":\"33415447\",\"recruiterName\":\"罗女士\",\"job...   \n",
       " 4   {\"jobId\":\"44204981\",\"recruiterName\":\"张先生\",\"job...   \n",
       " 5   {\"jobId\":\"54344137\",\"recruiterName\":\"陈女士\",\"job...   \n",
       " 6   {\"jobId\":\"48116185\",\"recruiterName\":\"陈女士\",\"job...   \n",
       " 7   {\"jobId\":\"51118949\",\"recruiterName\":\"田女士\",\"job...   \n",
       " 8   {\"jobId\":\"41671585\",\"recruiterName\":\"余先生\",\"job...   \n",
       " 9   {\"jobId\":\"41620865\",\"recruiterName\":\"饶女士\",\"job...   \n",
       " 10  {\"jobId\":\"45467713\",\"recruiterName\":\"张女士\",\"job...   \n",
       " 11  {\"jobId\":\"43133993\",\"recruiterName\":\"徐先生\",\"job...   \n",
       " 12  {\"jobId\":\"57595053\",\"recruiterName\":\"周女士\",\"job...   \n",
       " 13  {\"jobId\":\"54578707\",\"recruiterName\":\"李女士\",\"job...   \n",
       " 14  {\"jobId\":\"43396779\",\"recruiterName\":\"黎女士\",\"job...   \n",
       " 15  {\"jobId\":\"55350203\",\"recruiterName\":\"柳女士\",\"job...   \n",
       " 16  {\"jobId\":\"53827085\",\"recruiterName\":\"范先生\",\"job...   \n",
       " 17  {\"jobId\":\"45730091\",\"recruiterName\":\"刘女士\",\"job...   \n",
       " 18  {\"jobId\":\"55129517\",\"recruiterName\":\"莫女士\",\"job...   \n",
       " 19  {\"jobId\":\"42575013\",\"recruiterName\":\"冯女士\",\"job...   \n",
       " 20  {\"jobId\":\"53339513\",\"recruiterName\":\"卢先生\",\"job...   \n",
       " 21  {\"jobId\":\"36144207\",\"recruiterName\":\"郑女士\",\"job...   \n",
       " 22  {\"jobId\":\"34023011\",\"recruiterName\":\"李先生\",\"job...   \n",
       " 23  {\"jobId\":\"54068137\",\"recruiterName\":\"朱女士\",\"job...   \n",
       " 24  {\"jobId\":\"36873555\",\"recruiterName\":\"杨先生\",\"job...   \n",
       " 25  {\"jobId\":\"54489205\",\"recruiterName\":\"赵女士\",\"job...   \n",
       " 26  {\"jobId\":\"23966975\",\"recruiterName\":\"张女士\",\"job...   \n",
       " 27  {\"jobId\":\"55982191\",\"recruiterName\":\"黄女士\",\"job...   \n",
       " 28  {\"jobId\":\"45962411\",\"recruiterName\":\"肖先生\",\"job...   \n",
       " 29  {\"jobId\":\"50976445\",\"recruiterName\":\"林女士\",\"job...   \n",
       " 30  {\"jobId\":\"47285331\",\"recruiterName\":\"李女士\",\"job...   \n",
       " 31  {\"jobId\":\"55980171\",\"recruiterName\":\"郑先生\",\"job...   \n",
       " 32  {\"jobId\":\"51049683\",\"recruiterName\":\"欧先生\",\"job...   \n",
       " 33  {\"jobId\":\"39829797\",\"recruiterName\":\"刘女士\",\"job...   \n",
       " 34  {\"jobId\":\"33988143\",\"recruiterName\":\"廖女士\",\"job...   \n",
       " 35  {\"jobId\":\"41293519\",\"recruiterName\":\"陈女士\",\"job...   \n",
       " 36  {\"jobId\":\"50255181\",\"recruiterName\":\"林女士\",\"job...   \n",
       " 37  {\"jobId\":\"37343747\",\"recruiterName\":\"武女士\",\"job...   \n",
       " 38  {\"jobId\":\"44464169\",\"recruiterName\":\"许女士\",\"job...   \n",
       " 39  {\"jobId\":\"40273337\",\"recruiterName\":\"李先生\",\"job...   \n",
       " \n",
       "                                            job.labels job.refreshTime  \\\n",
       " 0                                        [技术支持, 架构设计]  20230525022055   \n",
       " 1                 [javascript, css, css3, react, vue]  20210225171650   \n",
       " 2   [界面开发, 移动开发, Vue, 模块开发, ECMAScript 6, ECMAScript]  20221122141027   \n",
       " 3          [css, 前端开发, vue, html, ios, hbuilder, 小程序]  20210413092235   \n",
       " 4                   [Javascript, Vue, React, Angular]  20230321094155   \n",
       " 5      [前端开发, 界面开发, 模块开发, Ant Design, Vue, CSS, HTML]  20221123182414   \n",
       " 6                                       [前端开发, HTML5]  20220424173437   \n",
       " 7         [Web开发, 框架开发, 框架设计, 界面开发, 前端开发, 架构设计, 系统开发]  20220817171103   \n",
       " 8   [javascript, css3, jquery, webpack, gulp, php,...  20210802174830   \n",
       " 9             [javascript, css, vue, html, ajax, xml]  20220610141734   \n",
       " 10                                             [前端开发]  20211207111729   \n",
       " 11  [前端开发, Node.js, 系统开发, 模块开发, 框架开发, 框架设计, 架构设计, ...  20230403214213   \n",
       " 12                                                 []  20230406210032   \n",
       " 13                                                 []  20230525143534   \n",
       " 14  [javascript, css, 前端开发, css3, jquery, html, an...  20210918175612   \n",
       " 15                           [前端开发, 架构设计, 框架开发, 框架设计]  20230105170616   \n",
       " 16                                  [web前端, 技术专家, 框架]  20221111104509   \n",
       " 17                                       [React, Vue]  20230428173534   \n",
       " 18               [前端开发, HTML, Javascript, TypeScript]  20221219101122   \n",
       " 19     [javascript, css, react, vue, html, bootstrap]  20230210102553   \n",
       " 20  [框架开发, 框架设计, 前端开发, Bootstrap, 架构设计, ElementUI,...  20221024183350   \n",
       " 21  [界面开发, 前端开发, ASP.NET, Bootstrap, 功能开发, 模块开发, I...  20221206090312   \n",
       " 22                               [Vue, 后端开发, Node.js]  20220429093530   \n",
       " 23  [框架开发, 框架设计, 前端开发, Web开发, D语言, Javascript, R语言...  20230207105911   \n",
       " 24    [javascript, css, css3, react, vue.js, node.js]  20210310221917   \n",
       " 25          [Vue, T3.js, CSS, AS3, Javascript, WebGL]  20221206135853   \n",
       " 26                           [vue, web前端, HTML5, CSS]  20210715174414   \n",
       " 27               [WebGL, WebGPU, Three.js, BabylonJS]  20230209212048   \n",
       " 28                                                 []  20230531101424   \n",
       " 29  [前端开发, 框架开发, 框架设计, React, 移动开发, Vue, 界面开发, Ang...  20220916094826   \n",
       " 30  [前端开发, Three.js, Javascript, CSS, HTML5, CSS3,...  20220223102207   \n",
       " 31               [Javascript, HTML5, CSS, Vue, React]  20230209185245   \n",
       " 32  [前端开发, 模块开发, 框架开发, 框架设计, Vue, jQuery, 移动开发, EC...  20221117094127   \n",
       " 33  [vue, angular, mysql, redis, mongodb, react, j...  20221124105040   \n",
       " 34           [javascript, 前端开发, vue, jquery, webpack]  20201203082302   \n",
       " 35  [react, vue, html, ajax, webpack, gulp, php, j...  20210723095622   \n",
       " 36         [Vue, Vue.js, React, Angular, 服务器开发, HTML]  20230322150114   \n",
       " 37  [javascript, css, 前端开发, css3, vue, jquery, aja...  20220909150847   \n",
       " 38                                  [框架开发, 框架设计, CSS]  20230316140638   \n",
       " 39  [javascript, react, vue, 前端开发, html5, webpack,...  20220429093530   \n",
       " \n",
       "    job.jobId  job.salary  job.dq job.jobKind            job.title  job.topJob  \\\n",
       " 0   48930741      30-60k  广州-海珠区           2  前端开发（高级）工程师 - 开发者服务       False   \n",
       " 1   36268569  20-40k·14薪      广州           2      腾讯微信QQ邮箱web前端开发       False   \n",
       " 2   54235347      12-15k      广州           2            H5前端开发工程师       False   \n",
       " 3   33415447       7-12k  广州-海珠区           2              前端开发工程师       False   \n",
       " 4   44204981  30-60k·15薪      广州           1         高级前端开发工程师-剪映       False   \n",
       " 5   54344137      20-28k  广州-番禺区           2            高级前端开发工程师       False   \n",
       " 6   48116185  12-24k·16薪  广州-黄埔区           2              前端开发工程师       False   \n",
       " 7   51118949  16-25k·13薪  广州-天河区           2            高级前端开发工程师       False   \n",
       " 8   41671585      10-15k      广州           2           WEB前端开发工程师       False   \n",
       " 9   41620865       8-10k      广州           2              前端开发工程师       False   \n",
       " 10  45467713  13-18k·13薪  广州-天河区           2           web前端开发工程师       False   \n",
       " 11  43133993      20-30k  广州-海珠区           1                 前端开发       False   \n",
       " 12  57595053        薪资面议  广州-黄埔区           2        高级前端开发工程师(IC)       False   \n",
       " 13  54578707      11-18k  广州-越秀区           2        前端开发工程师-GIS方向       False   \n",
       " 14  43396779   7-12k·13薪  广州-白云区           2              前端开发工程师       False   \n",
       " 15  55350203      15-25k  广州-黄埔区           2           WEB前端开发工程师       False   \n",
       " 16  53827085      25-40k  广州-天河区           2             资深前端开发专家       False   \n",
       " 17  45730091      18-35k  广州-番禺区           1           WEB前端开发工程师       False   \n",
       " 18  55129517  20-35k·13薪  广州-番禺区           2         高级WEB前端开发工程师       False   \n",
       " 19  42575013  15-23k·15薪      广州           2           web前端开发工程师       False   \n",
       " 20  53339513  18-28k·13薪  广州-天河区           2                 前端开发       False   \n",
       " 21  36144207      10-20k      广州           2              前端开发工程师       False   \n",
       " 22  34023011   9-16k·18薪      广州           2          前端开发工程师（软研）       False   \n",
       " 23  54068137      15-25k      广州           2   前端开发工程师（threejs方向）       False   \n",
       " 24  36873555      12-18k      广州           2              前端开发工程师       False   \n",
       " 25  54489205       9-14k  广州-黄埔区           2              前端开发工程师       False   \n",
       " 26  23966975      10-20k      广州           2           web前端开发工程师       False   \n",
       " 27  55982191      20-50k  广州-黄埔区           2            资深前端开发工程师       False   \n",
       " 28  45962411  35-60k·14薪      广州           1            数字前端开发工程师       False   \n",
       " 29  50976445      15-22k  广州-天河区           2              前端开发工程师       False   \n",
       " 30  47285331       9-14k  广州-黄埔区           2           web前端开发工程师       False   \n",
       " 31  55980171  19-24k·13薪  广州-黄埔区           2            高级前端开发工程师       False   \n",
       " 32  51049683        3-4k  广州-海珠区           2           web前端开发实习生       False   \n",
       " 33  39829797  25-45k·14薪  广州-天河区           2            高级前端开发工程师       False   \n",
       " 34  33988143        5-6k      广州           2              前端开发工程师       False   \n",
       " 35  41293519  10-15k·13薪      广州           2              前端开发工程师       False   \n",
       " 36  50255181        5-8k  广州-海珠区           2            前端技术开发工程师       False   \n",
       " 37  37343747      15-22k  广州-天河区           2   前端开发工程师（汇丰项目、驻场开发）       False   \n",
       " 38  44464169      18-35k  广州-天河区           1                 前端开发       False   \n",
       " 39  40273337  10-20k·18薪      广州           2      实施交付工程师（前端开发方向）       False   \n",
       " \n",
       "     ...                    recruiter.imId recruiter.imUserType  \\\n",
       " 0   ...  b465fe533f7a7696c94f4d0c9b7b96ae                    2   \n",
       " 1   ...  02125d4747287f19e3a362ce23913155                    2   \n",
       " 2   ...  68b3f1f7695a2092254c4de262dd1bd3                    2   \n",
       " 3   ...  cee6949bcce978a0c307fe6e334c0c05                    2   \n",
       " 4   ...  65e1561c5dc17e75cc809655362a8e54                    2   \n",
       " 5   ...  5bec06bd3954352fca7d983289049bef                    2   \n",
       " 6   ...  c695129c12a13ad1063dfc1b00f6daab                    2   \n",
       " 7   ...  2f31fc3258199c1fc1bd2b3e9fec8144                    2   \n",
       " 8   ...  de4a7453ae63a6561b4fb320fc878e26                    2   \n",
       " 9   ...  9a4f8f403d758297befa578784e31c32                    2   \n",
       " 10  ...  5aeda02d8fd3d7f49f90a7bcfdb96d0e                    2   \n",
       " 11  ...  395b52e51fc80cede4cd5c055e1e05ce                    2   \n",
       " 12  ...  8323278275f4b60c816841a4612c5b46                    2   \n",
       " 13  ...  73d660c366791538dfb6df235db455f2                    2   \n",
       " 14  ...  d86b3394b8ab5600b74007bb53955074                    2   \n",
       " 15  ...  f64455285ce71281862955016a79cef0                    2   \n",
       " 16  ...  38c3a95e68cbd430dd13b2a70973f04a                    2   \n",
       " 17  ...  5f121370b6e811ce50566d7dab3ca823                    2   \n",
       " 18  ...  fec3bf2c82a8fe0af613adff368c4fcc                    2   \n",
       " 19  ...  b13d9f7be38c6c673eaad1f295204b5b                    2   \n",
       " 20  ...  fe3cd091d0b9409d383f3da79799f0a9                    2   \n",
       " 21  ...  5573427b803af9176dadb487287a091a                    2   \n",
       " 22  ...  ee8ece450dc970726dadb487287a091a                    2   \n",
       " 23  ...  a32b7dd8a2103fa6e0240aae296ee23c                    2   \n",
       " 24  ...  12fcb2a65c1f06a999eeb040770b0b48                    2   \n",
       " 25  ...  452a00111b638b27c3ed12b17ed1d27e                    2   \n",
       " 26  ...  58600cf1a485df06062c1b1ee9c7454d                    2   \n",
       " 27  ...  753ed8c834451a04e37b0b202b2adc1c                    2   \n",
       " 28  ...  6c91d967d923fd4413dd84912f51618a                    2   \n",
       " 29  ...  c593ce918137141380764db4dc5d059d                    2   \n",
       " 30  ...  d1265c260d95515013beda23fad8f63e                    2   \n",
       " 31  ...  bf0670231b54ed2edf514c63e89fb1b8                    2   \n",
       " 32  ...  39adcd79efc0591c3369ddca867db248                    2   \n",
       " 33  ...  11976537e551e1285d887c62117912b0                    2   \n",
       " 34  ...  a83ad34cf55423540e33f8ac54fbf39e                    2   \n",
       " 35  ...  abdc4a6288cb408c67afc08fad36a30d                    2   \n",
       " 36  ...  8d8ec1dcd53ddf628c7fd219ac0bcf9b                    2   \n",
       " 37  ...  4c4eb8acd98e9695ee7b65a82243fe9b                    2   \n",
       " 38  ...  79d1101de4a8837cbefa578784e31c32                    2   \n",
       " 39  ...  ee8ece450dc970726dadb487287a091a                    2   \n",
       " \n",
       "            recruiter.recruiterPhoto comp.compScale comp.compStage  \\\n",
       " 0   5f8f9863f6d1ab58476f246a08u.jpg       10000人以上             其他   \n",
       " 1   5f8f9868f6d1ab58476f24a008u.jpg       10000人以上          融资未公开   \n",
       " 2   5f8f9866dfb13a7dee342f1808u.jpg       100-499人          融资未公开   \n",
       " 3   5f8f98648dbe6273dcf8515508u.jpg         50-99人          融资未公开   \n",
       " 4   5f8d3ff6dfb13a7dee32dcbc04u.jpg       10000人以上          D轮及以上   \n",
       " 5   5f8f9865ea60860b75384fa508u.jpg     1000-2000人            已上市   \n",
       " 6   5f8f9866dfb13a7dee342f1808u.jpg       100-499人            NaN   \n",
       " 7   6077e81be5939e5a310d335c07u.png     2000-5000人         沪深A股上市   \n",
       " 8   5f8f986bdfb13a7dee342f2108u.jpg       500-999人          融资未公开   \n",
       " 9   5f8f9866dfb13a7dee342f1808u.jpg       10000人以上            NaN   \n",
       " 10  60d571aff760ac6605a3383a08u.png       10000人以上          创业板上市   \n",
       " 11  5df98ad0276e4871f42cd88d03u.jpg       100-499人            NaN   \n",
       " 12  5f8f9865ea60860b75384fa508u.jpg       100-499人            NaN   \n",
       " 13  5f8f986779c7cc70efbf36c008u.jpg       100-499人          融资未公开   \n",
       " 14  5f8f98648dbe6273dcf8515508u.jpg         50-99人          融资未公开   \n",
       " 15  62c657b2ad70b80578f2734607u.png    5000-10000人         沪深A股上市   \n",
       " 16  5f8f986bdfb13a7dee342f2108u.jpg       100-499人             其他   \n",
       " 17  63ff4b54a854213290541f8f06u.jpg       10000人以上            NaN   \n",
       " 18  5f8f9866dfb13a7dee342f1808u.jpg     1000-2000人           美股上市   \n",
       " 19  5f8f9863f6d1ab58476f246a08u.jpg     1000-2000人          科创板上市   \n",
       " 20  5f8f986bdfb13a7dee342f2108u.jpg       100-499人             A轮   \n",
       " 21  5bb035b98e50b2deb626480504a.jpg       100-499人            NaN   \n",
       " 22  5f8f986aea60860b75384fab08u.jpg     1000-2000人            NaN   \n",
       " 23  61fe2908f0edab7319c551e206u.png         50-99人            NaN   \n",
       " 24  5f8f9868f6d1ab58476f24a008u.jpg       500-999人            NaN   \n",
       " 25  5f8f986779c7cc70efbf36c008u.jpg          1-49人            NaN   \n",
       " 26  5f8f9865ea60860b75384fa508u.jpg       100-499人            NaN   \n",
       " 27  5f8f98648dbe6273dcf8515508u.jpg    5000-10000人         沪深A股上市   \n",
       " 28  5e0301f329d83a675423288f03u.png       100-499人          融资未公开   \n",
       " 29  5f8f9866dfb13a7dee342f1808u.jpg       10000人以上             B轮   \n",
       " 30  5f8f986779c7cc70efbf36c008u.jpg          1-49人            NaN   \n",
       " 31  5f8f98698dbe6273dcf8516008u.jpg     2000-5000人           战略投资   \n",
       " 32  5f8f98698dbe6273dcf8516008u.jpg          1-49人            NaN   \n",
       " 33  5f8f98648dbe6273dcf8515508u.jpg         50-99人             A轮   \n",
       " 34  5f8f9865ea60860b75384fa508u.jpg          1-49人            NaN   \n",
       " 35  5f8f986779c7cc70efbf36c008u.jpg         50-99人          融资未公开   \n",
       " 36  5f8f9866dfb13a7dee342f1808u.jpg         50-99人          融资未公开   \n",
       " 37  5f8f9865ea60860b75384fa508u.jpg       10000人以上            NaN   \n",
       " 38  5fd9621255550936bbcf024a01u.png       100-499人          融资未公开   \n",
       " 39  5f8f986aea60860b75384fab08u.jpg     1000-2000人            NaN   \n",
       " \n",
       "                       comp.compLogo      comp.compName comp.compId  \\\n",
       " 0   5d887b5528021708fa52b44403u.jpg               字节跳动   7863078.0   \n",
       " 1   61b07937d0458d53c627567e02u.jpg         广州腾讯科技有限公司  10014049.0   \n",
       " 2   63982d7375994c16b6fa89b708u.png         上海六感科技有限公司   8833550.0   \n",
       " 3   61b07937d0458d53c627567e02u.jpg       广州朗尊软件科技有限公司   8787036.0   \n",
       " 4   60e2fe0bf3df194a3c48adb502u.png       某北京大型计算机软件公司         NaN   \n",
       " 5   5bfe9b1c74719df0ac99f54103a.png       金财互联数据服务有限公司   9292058.0   \n",
       " 6   61b07937d0458d53c627567e02u.jpg             国汽大有时空  12561185.0   \n",
       " 7   5bfea4ec74719d2aa34cd0ba03a.png       佳都科技集团股份有限公司   2115085.0   \n",
       " 8   5c8b3e32509919fa0e872fc508u.png  上海赤月信息技术有限公司广州分公司   9726261.0   \n",
       " 9   6257c9c2c98df23e3788627c05u.png               中国联塑   7854880.0   \n",
       " 10  62a046cc5e2004670dde19a207u.png     北京宇信科技集团股份有限公司   8625850.0   \n",
       " 11  60e2fe0bf3df194a3c48adb502u.png          某广州IT服务公司         NaN   \n",
       " 12  639689d6f021873656dc161e03u.png     粤港澳大湾区(广东)国创中心  13364381.0   \n",
       " 13  5f277333556e7a7b1277c28207u.png               零点科技  12329757.0   \n",
       " 14  61b07937d0458d53c627567e02u.jpg       广州冠宣信息科技有限公司  12940307.0   \n",
       " 15  5bfe95c674719df0ac98e51303a.png               视源股份   7854025.0   \n",
       " 16  5faa454b1fcf636a62fa72b406u.png       上海丰凡文化传媒有限公司  12454465.0   \n",
       " 17  60e2fe0bf3df194a3c48adb502u.png          某大型电子商务公司         NaN   \n",
       " 18  603de53b0f02191a7981a0e508u.png                 YY   9873489.0   \n",
       " 19  608929f85e8a1c32e33be8c504u.png               中望软件   1070270.0   \n",
       " 20  600e61f93a8b7e52c6dfb85d08u.jpg               94智能  12540289.0   \n",
       " 21  5bfea5a674719d2aa34ce7dd03a.png           中华商务贸易公司   8032488.0   \n",
       " 22  6030a6c1701c060c94ace27002u.png    联通(广东)产业互联网有限公司   9095103.0   \n",
       " 23  63760bc719919c4d06cade9e05u.png       数元科技(广州)有限公司  13008147.0   \n",
       " 24  5bfe92b474719d9f609a790403a.png            新德汇信息技术   7880224.0   \n",
       " 25  61b07937d0458d53c627567e02u.jpg     银叶健康科技(广州)有限公司  13092875.0   \n",
       " 26  5a3798208e503a05e4085e5504a.png        云润大数据服务有限公司   8409719.0   \n",
       " 27  5bfe95c674719df0ac98e51303a.png               视源股份   7854025.0   \n",
       " 28  60e2fe0bf3df194a3c48adb502u.png         某广州学术/科研公司         NaN   \n",
       " 29  610cc8e738183467af915b1108u.png               中电金信  10218025.0   \n",
       " 30  61b07937d0458d53c627567e02u.jpg     圣名科技(广州)有限责任公司  13123851.0   \n",
       " 31  5948f6cf70320c7ee1a312fc04a.jpg                 希沃   8955108.0   \n",
       " 32  61b07937d0458d53c627567e02u.jpg         广州屯大软件有限公司  12361533.0   \n",
       " 33  5eb4427ff2540204573ebe2107u.jpg       广州妙思互动科技有限公司  12233069.0   \n",
       " 34  61b07937d0458d53c627567e02u.jpg         广州乐聪科技有限公司  12291675.0   \n",
       " 35  60f919edecacff0bd07ea1c308u.jpg               卓术信息   9249321.0   \n",
       " 36  5bfea4fe74719d2aa34cd43f03a.png     广州市艾森斯软件研发有限公司   8750115.0   \n",
       " 37  5bfe956674719dc6ed741ce803a.png             中软国际科技   7927849.0   \n",
       " 38  60e2fe0bf3df194a3c48adb502u.png         某广州计算机软件公司         NaN   \n",
       " 39  6030a6c1701c060c94ace27002u.png    联通(广东)产业互联网有限公司   9095103.0   \n",
       " \n",
       "    comp.compIndustry                                 comp.link  \n",
       " 0                互联网   https://www.liepin.com/company/7863078/  \n",
       " 1             专业技术服务  https://www.liepin.com/company/10014049/  \n",
       " 2                互联网   https://www.liepin.com/company/8833550/  \n",
       " 3               电子商务   https://www.liepin.com/company/8787036/  \n",
       " 4              计算机软件                                            \n",
       " 5                互联网   https://www.liepin.com/company/9292058/  \n",
       " 6                互联网  https://www.liepin.com/company/12561185/  \n",
       " 7              计算机软件   https://www.liepin.com/company/2115085/  \n",
       " 8                 游戏   https://www.liepin.com/company/9726261/  \n",
       " 9                 建材   https://www.liepin.com/company/7854880/  \n",
       " 10              IT服务   https://www.liepin.com/company/8625850/  \n",
       " 11              IT服务                                            \n",
       " 12           政府/公共事业  https://www.liepin.com/company/13364381/  \n",
       " 13               互联网  https://www.liepin.com/company/12329757/  \n",
       " 14             计算机软件  https://www.liepin.com/company/12940307/  \n",
       " 15             计算机软件   https://www.liepin.com/company/7854025/  \n",
       " 16          广告/公关/会展  https://www.liepin.com/company/12454465/  \n",
       " 17              电子商务                                            \n",
       " 18               互联网   https://www.liepin.com/company/9873489/  \n",
       " 19             计算机软件   https://www.liepin.com/company/1070270/  \n",
       " 20              人工智能  https://www.liepin.com/company/12540289/  \n",
       " 21               互联网   https://www.liepin.com/company/8032488/  \n",
       " 22               互联网   https://www.liepin.com/company/9095103/  \n",
       " 23             计算机软件  https://www.liepin.com/company/13008147/  \n",
       " 24             计算机软件   https://www.liepin.com/company/7880224/  \n",
       " 25              培训服务  https://www.liepin.com/company/13092875/  \n",
       " 26           云计算/大数据   https://www.liepin.com/company/8409719/  \n",
       " 27             计算机软件   https://www.liepin.com/company/7854025/  \n",
       " 28             学术/科研                                            \n",
       " 29             计算机软件  https://www.liepin.com/company/10218025/  \n",
       " 30              培训服务  https://www.liepin.com/company/13123851/  \n",
       " 31               互联网   https://www.liepin.com/company/8955108/  \n",
       " 32             计算机软件  https://www.liepin.com/company/12361533/  \n",
       " 33               互联网  https://www.liepin.com/company/12233069/  \n",
       " 34              培训服务  https://www.liepin.com/company/12291675/  \n",
       " 35              科技金融   https://www.liepin.com/company/9249321/  \n",
       " 36             计算机软件   https://www.liepin.com/company/8750115/  \n",
       " 37              IT服务   https://www.liepin.com/company/7927849/  \n",
       " 38             计算机软件                                            \n",
       " 39               互联网   https://www.liepin.com/company/9095103/  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 1   %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 2   %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 3   %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 4   %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 5   %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 6   %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 7   %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 8   %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 9   %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 10  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 11  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 12  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 13  %7B%22jobKind%22%3A%221%22%2C%22sfrom%22%3A%22...   \n",
       " 14  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 15  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 16  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 17  %7B%22jobKind%22%3A%221%22%2C%22sfrom%22%3A%22...   \n",
       " 18  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 19  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 20  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 21  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 22  %7B%22jobKind%22%3A%221%22%2C%22sfrom%22%3A%22...   \n",
       " 23  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 24  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 25  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 26  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 27  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 28  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 29  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 30  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 31  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 32  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 33  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 34  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 35  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 36  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 37  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 38  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " 39  %7B%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"jobKind\":\"2\",\"recruiterName\":\"师先生\",\"jobId\":\"...   \n",
       " 1   {\"jobKind\":\"2\",\"recruiterName\":\"冯先生\",\"jobId\":\"...   \n",
       " 2   {\"jobKind\":\"2\",\"recruiterName\":\"黄女士\",\"jobId\":\"...   \n",
       " 3   {\"jobKind\":\"2\",\"recruiterName\":\"吕女士\",\"jobId\":\"...   \n",
       " 4   {\"jobKind\":\"2\",\"recruiterName\":\"梁先生\",\"jobId\":\"...   \n",
       " 5   {\"jobKind\":\"2\",\"recruiterName\":\"陈先生\",\"jobId\":\"...   \n",
       " 6   {\"jobKind\":\"2\",\"recruiterName\":\"伍先生\",\"jobId\":\"...   \n",
       " 7   {\"jobKind\":\"2\",\"recruiterName\":\"贺女士\",\"jobId\":\"...   \n",
       " 8   {\"jobKind\":\"2\",\"recruiterName\":\"陈先生\",\"jobId\":\"...   \n",
       " 9   {\"jobKind\":\"2\",\"recruiterName\":\"曲女士\",\"jobId\":\"...   \n",
       " 10  {\"jobKind\":\"2\",\"recruiterName\":\"李女士\",\"jobId\":\"...   \n",
       " 11  {\"jobKind\":\"2\",\"recruiterName\":\"郑女士\",\"jobId\":\"...   \n",
       " 12  {\"jobKind\":\"2\",\"recruiterName\":\"郑女士\",\"jobId\":\"...   \n",
       " 13  {\"jobKind\":\"1\",\"recruiterName\":\"冯女士\",\"jobId\":\"...   \n",
       " 14  {\"jobKind\":\"2\",\"recruiterName\":\"赵女士\",\"jobId\":\"...   \n",
       " 15  {\"jobKind\":\"2\",\"recruiterName\":\"吴女士\",\"jobId\":\"...   \n",
       " 16  {\"jobKind\":\"2\",\"recruiterName\":\"郑女士\",\"jobId\":\"...   \n",
       " 17  {\"jobKind\":\"1\",\"recruiterName\":\"袁女士\",\"jobId\":\"...   \n",
       " 18  {\"jobKind\":\"2\",\"recruiterName\":\"李女士\",\"jobId\":\"...   \n",
       " 19  {\"jobKind\":\"2\",\"recruiterName\":\"周女士\",\"jobId\":\"...   \n",
       " 20  {\"jobKind\":\"2\",\"recruiterName\":\"郑先生\",\"jobId\":\"...   \n",
       " 21  {\"jobKind\":\"2\",\"recruiterName\":\"廖先生\",\"jobId\":\"...   \n",
       " 22  {\"jobKind\":\"1\",\"recruiterName\":\"陈女士\",\"jobId\":\"...   \n",
       " 23  {\"jobKind\":\"2\",\"recruiterName\":\"林先生\",\"jobId\":\"...   \n",
       " 24  {\"jobKind\":\"2\",\"recruiterName\":\"叶女士\",\"jobId\":\"...   \n",
       " 25  {\"jobKind\":\"2\",\"recruiterName\":\"潘女士\",\"jobId\":\"...   \n",
       " 26  {\"jobKind\":\"2\",\"recruiterName\":\"蔡先生\",\"jobId\":\"...   \n",
       " 27  {\"jobKind\":\"2\",\"recruiterName\":\"祝女士\",\"jobId\":\"...   \n",
       " 28  {\"jobKind\":\"2\",\"recruiterName\":\"植女士\",\"jobId\":\"...   \n",
       " 29  {\"jobKind\":\"2\",\"recruiterName\":\"黄女士\",\"jobId\":\"...   \n",
       " 30  {\"jobKind\":\"2\",\"recruiterName\":\"古女士\",\"jobId\":\"...   \n",
       " 31  {\"jobKind\":\"2\",\"recruiterName\":\"陈女士\",\"jobId\":\"...   \n",
       " 32  {\"jobKind\":\"2\",\"recruiterName\":\"詹女士\",\"jobId\":\"...   \n",
       " 33  {\"jobKind\":\"2\",\"recruiterName\":\"叶先生\",\"jobId\":\"...   \n",
       " 34  {\"jobKind\":\"2\",\"recruiterName\":\"练先生\",\"jobId\":\"...   \n",
       " 35  {\"jobKind\":\"2\",\"recruiterName\":\"徐女士\",\"jobId\":\"...   \n",
       " 36  {\"jobKind\":\"2\",\"recruiterName\":\"王女士\",\"jobId\":\"...   \n",
       " 37  {\"jobKind\":\"2\",\"recruiterName\":\"彭先生\",\"jobId\":\"...   \n",
       " 38  {\"jobKind\":\"2\",\"recruiterName\":\"伍女士\",\"jobId\":\"...   \n",
       " 39  {\"jobKind\":\"2\",\"recruiterName\":\"王女士\",\"jobId\":\"...   \n",
       " \n",
       "                                            job.labels job.jobKind  job.salary  \\\n",
       " 0          [前端开发, Vue, React, HTML, 移动开发, 架构设计, 界面开发]           2      18-30k   \n",
       " 1      [Vue, jQuery, 前端开发, ElementUI, Webpack, 商业信息化]           2       8-13k   \n",
       " 2   [javascript, css, css3, react, vue, jquery, ht...           2      13-25k   \n",
       " 3     [界面开发, 前端开发, 移动开发, CSS, C语言, C/C++, XHTML, XML]           2      10-15k   \n",
       " 4                       [前端, 前端开发, web开发, HTML5, 小程序]           2      10-15k   \n",
       " 5                                         [前端开发, vue]           2   8-13k·15薪   \n",
       " 6   [javascript, 前端开发, vue, php, requirejs, 小程序, n...           2       7-14k   \n",
       " 7                                                  []           2      15-28k   \n",
       " 8                                         [前端开发, 小程序]           2      18-25k   \n",
       " 9   [前端开发, Electron, Vue, React, Flutter, 架构设计, R语...           2      25-38k   \n",
       " 10               [vue, element, uniapp, git, webpack]           2      10-15k   \n",
       " 11  [css, 前端开发, react, vue, html, webpack, gulp, a...           2       8-13k   \n",
       " 12  [css, 前端开发, css3, vue, jquery, html, ajax, web...           2  15-30k·14薪   \n",
       " 13                                       [React, Vue]           1  16-28k·14薪   \n",
       " 14  [前端开发, Hybrid, 架构设计, 界面开发, 模块开发, 框架设计, 框架开发, H...           2  35-50k·13薪   \n",
       " 15                           [HTML5, Javascript, CSS]           2       9-15k   \n",
       " 16  [javascript, css, react, vue, jquery, html, aj...           2  10-20k·13薪   \n",
       " 17                                             [功能开发]           1      20-30k   \n",
       " 18             [HTML5, CSS3, JavaScri, Vue.js, React]           2  12-20k·13薪   \n",
       " 19  [前端开发, ES5, 大数据可视化, Three.js, ECharts, D3, G2,...           2      10-15k   \n",
       " 20  [前端开发, 架构设计, Hybrid, Flutter, React, Node.js, ...           2  30-40k·14薪   \n",
       " 21                                 [前端开发, 模块开发, HTML]           2       8-12k   \n",
       " 22                 [javascript, react, vue, java, go]           1  25-40k·13薪   \n",
       " 23          [javascript, 前端开发, css3, html, ajax, xml]           2       8-10k   \n",
       " 24   [javascript, css, 前端开发, react, vue, jquery, git]           2      13-18k   \n",
       " 25                 [小程序, vue, react, javascript, css]           2      10-20k   \n",
       " 26                                            [React]           2  13-20k·13薪   \n",
       " 27  [css, 前端开发, css3, react, jquery, html, ajax, m...           2   8-15k·13薪   \n",
       " 28  [界面开发, 前端开发, ElementUI, Echarts, Vue, jQuery, ...           2      10-20k   \n",
       " 29                   [Vue, React, 电商领域, React Native]           2      15-30k   \n",
       " 30  [javascript, css, 前端开发, css3, react, vue, webp...           2      13-26k   \n",
       " 31                                   [css, html, vue]           2        6-8k   \n",
       " 32      [Electron, 框架设计, Javascript, Vue.js, Node.js]           2      13-18k   \n",
       " 33  [Vue, recat, es6, antd for vue, antd-vue-admin...           2      13-16k   \n",
       " 34  [前端开发, Vue, Electron, Flutter, React, CSS, Jav...           2  15-23k·15薪   \n",
       " 35  [Web开发, Native.js, 前端开发, ASP.NET, Javascript, ...           2      10-18k   \n",
       " 36                  [前端开发, css3, react, git, mongodb]           2      15-30k   \n",
       " 37                [Vue, React, uni-app, Node.js, 小程序]           2      12-18k   \n",
       " 38  [javascript, css, react, vue, html, webpack, b...           2      11-20k   \n",
       " 39                  [前端开发, css3, react, vue, angular]           2       8-16k   \n",
       " \n",
       "                                        job.title  job.dq job.jobId  \\\n",
       " 0                                 高级前端开发工程师/前端主管  广州-黄埔区  52052409   \n",
       " 1                                        web前端开发  广州-天河区  50932423   \n",
       " 2                                        前端开发工程师  广州-荔湾区  35966575   \n",
       " 3                                        前端开发工程师  广州-天河区  34545147   \n",
       " 4                                   前端开发工程师（小程序）  广州-黄埔区  45513443   \n",
       " 5                                        前端开发工程师      广州  33037587   \n",
       " 6                                        前端开发工程师  广州-天河区  39384287   \n",
       " 7                               高级前端开发工程师（react）  广州-天河区  56442001   \n",
       " 8                                     Web前端开发负责人      广州  40416927   \n",
       " 9   资深前端开发工程师  Senior Frontend Software Engineer  广州-海珠区  58100537   \n",
       " 10                                    WEB前端开发工程师  广州-黄埔区  24093775   \n",
       " 11                                       前端开发工程师  广州-海珠区  43069459   \n",
       " 12                                Web前端开发工程师(广州)  广州-海珠区  52467049   \n",
       " 13                                    web前端开发工程师      广州  44430023   \n",
       " 14                                     资深前端开发工程师  广州-黄埔区  52106807   \n",
       " 15                                       前端开发工程师  广州-黄埔区  14369770   \n",
       " 16                                       前端开发工程师  广州-天河区  43776731   \n",
       " 17                                       web前端开发  广州-天河区  44252183   \n",
       " 18                                    web前端开发工程师  广州-天河区  49750753   \n",
       " 19                                    web前端开发工程师      广州  40202543   \n",
       " 20                                       大前端开发经理  广州-荔湾区  49398781   \n",
       " 21                                       前端开发工程师      广州  23338067   \n",
       " 22                                       前端开发工程师      广州  44614619   \n",
       " 23                                       前端开发工程师  广州-番禺区  36994451   \n",
       " 24                                    Web前端开发工程师  广州-天河区  31967199   \n",
       " 25                                    Web前端开发工程师      广州  43202031   \n",
       " 26                                    web前端开发工程师  广州-黄埔区  46395531   \n",
       " 27                              前端开发工程师（五险一金+双休）  广州-天河区  31196447   \n",
       " 28                                    web前端开发工程师  广州-黄埔区  48460935   \n",
       " 29                                       前端开发工程师  广州-海珠区  51479985   \n",
       " 30                                  中级Web前端开发工程师  广州-黄埔区  44753325   \n",
       " 31                                       前端开发工程师  广州-天河区  41221585   \n",
       " 32                           前端开发工程师（Electron方向）      广州  53160145   \n",
       " 33                                  前端开发工程师（大项目）  广州-黄埔区  51696411   \n",
       " 34                                          前端开发  广州-海珠区  47172927   \n",
       " 35                                    WEB前端开发工程师  广州-黄埔区  54615401   \n",
       " 36                                       前端开发工程师  广州-番禺区  33797537   \n",
       " 37                                     高级前端开发工程师  广州-天河区  46859321   \n",
       " 38                                    web前端开发工程师      广州  27928533   \n",
       " 39                                       前端开发工程师  广州-海珠区  30080741   \n",
       " \n",
       "     job.topJob job.refreshTime  ... recruiter.imUserType recruiter.chatted  \\\n",
       " 0        False  20220822115319  ...                    2             False   \n",
       " 1        False  20220706185128  ...                    2             False   \n",
       " 2        False  20210707102959  ...                    2             False   \n",
       " 3        False  20201223140905  ...                    2             False   \n",
       " 4        False  20221014154715  ...                    2             False   \n",
       " 5        False  20220608090431  ...                    2             False   \n",
       " 6        False  20210610093958  ...                    2             False   \n",
       " 7        False  20230224103305  ...                    2             False   \n",
       " 8        False  20221205164545  ...                    2             False   \n",
       " 9        False  20230527012934  ...                    2             False   \n",
       " 10       False  20191012181935  ...                    2             False   \n",
       " 11       False  20210909105502  ...                    2             False   \n",
       " 12       False  20221008134705  ...                    2             False   \n",
       " 13       False  20230417140446  ...                    2             False   \n",
       " 14       False  20220823215829  ...                    2             False   \n",
       " 15       False  20220419112559  ...                    2             False   \n",
       " 16       False  20220513100935  ...                    2             False   \n",
       " 17       False  20230309164957  ...                    2             False   \n",
       " 18       False  20221031165910  ...                    2             False   \n",
       " 19       False  20210811142537  ...                    2             False   \n",
       " 20       False  20220505175154  ...                    2             False   \n",
       " 21       False  20220419172653  ...                    2             False   \n",
       " 22       False  20230321192425  ...                    2             False   \n",
       " 23       False  20210630172128  ...                    2             False   \n",
       " 24       False  20210317102120  ...                    2             False   \n",
       " 25       False  20211214171927  ...                    2             False   \n",
       " 26       False  20220113170917  ...                    2             False   \n",
       " 27       False  20210914161914  ...                    2             False   \n",
       " 28       False  20220818171445  ...                    2             False   \n",
       " 29       False  20220728150825  ...                    2             False   \n",
       " 30       False  20211220195150  ...                    2             False   \n",
       " 31       False  20220923164621  ...                    2             False   \n",
       " 32       False  20221024102107  ...                    2             False   \n",
       " 33       False  20220816143443  ...                    2             False   \n",
       " 34       False  20220217144013  ...                    2             False   \n",
       " 35       False  20221129101005  ...                    2             False   \n",
       " 36       False  20210402161650  ...                    2             False   \n",
       " 37       False  20220209172640  ...                    2             False   \n",
       " 38       False  20210816103604  ...                    2             False   \n",
       " 39       False  20200720163907  ...                    2             False   \n",
       " \n",
       "             recruiter.recruiterPhoto comp.compId comp.compStage  \\\n",
       " 0    5f8f986c79c7cc70efbf36c808u.jpg   7931996.0          融资未公开   \n",
       " 1    5f8f986bdfb13a7dee342f2108u.jpg  13262623.0          融资未公开   \n",
       " 2    56973aee45ce9a655582991904a.png   8643653.0            NaN   \n",
       " 3    5f8f9865ea60860b75384fa508u.jpg   9370210.0            天使轮   \n",
       " 4    5f8f986bdfb13a7dee342f2108u.jpg   9935759.0            NaN   \n",
       " 5    5f8f98698dbe6273dcf8516008u.jpg  10168115.0            NaN   \n",
       " 6    5f8f986c79c7cc70efbf36c808u.jpg  12754597.0          融资未公开   \n",
       " 7    5f8f9863f6d1ab58476f246a08u.jpg   9432262.0            NaN   \n",
       " 8    5f8f986aea60860b75384fab08u.jpg  10160147.0            NaN   \n",
       " 9    5f8f98648dbe6273dcf8515508u.jpg   7863078.0             其他   \n",
       " 10   5da3e5490c1585184593b61803u.png   9872481.0           战略投资   \n",
       " 11   5f8f98648dbe6273dcf8515508u.jpg  12809911.0             其他   \n",
       " 12   5f8f9863f6d1ab58476f246a08u.jpg   6755578.0         沪深A股上市   \n",
       " 13  636ca8eb19919c4d06ca734e07u.jpeg         NaN          融资未公开   \n",
       " 14   5f8f9865ea60860b75384fa508u.jpg   7854025.0         沪深A股上市   \n",
       " 15   5f8f9865ea60860b75384fa508u.jpg   3275544.0          创业板上市   \n",
       " 16   5f8f98648dbe6273dcf8515508u.jpg  12949653.0            NaN   \n",
       " 17   5f8fa3b979c7cc70efbf445908u.png         NaN            已上市   \n",
       " 18   5f8f986779c7cc70efbf36c008u.jpg   8982963.0             C轮   \n",
       " 19   5f8f9865ea60860b75384fa508u.jpg   8521096.0         沪深A股上市   \n",
       " 20   5f8f98698dbe6273dcf8516008u.jpg   8955475.0             C轮   \n",
       " 21   54d1e763712eb4f6b84c26e201a.jpg    883294.0            已上市   \n",
       " 22   61611ea43b0b7d416d8fd12205u.png         NaN            NaN   \n",
       " 23   5f8f98698dbe6273dcf8516008u.jpg   8856650.0          融资未公开   \n",
       " 24   5f8f9865ea60860b75384fa508u.jpg  12375959.0          融资未公开   \n",
       " 25   5f8f986779c7cc70efbf36c008u.jpg   7869981.0            NaN   \n",
       " 26   5f8f98698dbe6273dcf8516008u.jpg  12518997.0          融资未公开   \n",
       " 27   5f8f9863f6d1ab58476f246a08u.jpg  12361883.0          融资未公开   \n",
       " 28   5f8f9865ea60860b75384fa508u.jpg   9709554.0            NaN   \n",
       " 29   5f8f9865ea60860b75384fa508u.jpg  12492429.0             B轮   \n",
       " 30   5f8f98648dbe6273dcf8515508u.jpg  12259667.0            NaN   \n",
       " 31   5f8f9865ea60860b75384fa508u.jpg  12843131.0          融资未公开   \n",
       " 32   5f8f9865ea60860b75384fa508u.jpg   8904492.0            NaN   \n",
       " 33   62ee194d42d5956a3ee7724c04u.jpg   6976808.0           战略投资   \n",
       " 34   5f8f986bdfb13a7dee342f2108u.jpg  13018809.0            NaN   \n",
       " 35   60a755147b88ca71cbff3a4805u.png   9208159.0          融资未公开   \n",
       " 36   5f8f9865ea60860b75384fa508u.jpg  10024137.0             B轮   \n",
       " 37   5f8f986c79c7cc70efbf36c808u.jpg   9643005.0             A轮   \n",
       " 38   5f8f9865ea60860b75384fa508u.jpg   9644489.0          融资未公开   \n",
       " 39   5f8f986779c7cc70efbf36c008u.jpg  10223573.0            NaN   \n",
       " \n",
       "                       comp.compLogo     comp.compName comp.compScale  \\\n",
       " 0   5bfea29174719d2aa34c5fdc03a.png            爱朗格瑞北京         50-99人   \n",
       " 1   624514be327ecf47c941c77802u.jpg     广州知客来网络科技有限公司         50-99人   \n",
       " 2   5bfe9f8a74719d2aa34bca3203a.png              兴业数金       500-999人   \n",
       " 3   5bfea31874719d2aa34c793103a.png        广州造就科技有限公司       100-499人   \n",
       " 4   61b07937d0458d53c627567e02u.jpg       广州医药大药房有限公司                  \n",
       " 5   5d5e1acbd0718579c6ca88e302u.png      广州彩点网络科技有限公司          1-49人   \n",
       " 6   61b07937d0458d53c627567e02u.jpg     广州市丹昱信息科技有限公司         50-99人   \n",
       " 7   5ea13e1df2540204573035b505u.png        赞同科技股份有限公司     2000-5000人   \n",
       " 8   61b07937d0458d53c627567e02u.jpg      广东程丰智运科技有限公司          1-49人   \n",
       " 9   5d887b5528021708fa52b44403u.jpg              字节跳动       10000人以上   \n",
       " 10  5d900923d0e79f08cf16ed4604u.jpg    广州蚁比特区块链科技有限公司         50-99人   \n",
       " 11  60e4ffe67fc8dc07ff4a896502u.png      广东经纶纱线科技有限公司       100-499人   \n",
       " 12  5bfe9c3674719df0ac9a2b2b03a.png              大华技术       10000人以上   \n",
       " 13  60e2fe0bf3df194a3c48adb502u.png       某上海大型专业服务公司       10000人以上   \n",
       " 14  5bfe95c674719df0ac98e51303a.png              视源股份    5000-10000人   \n",
       " 15  5bfe981274719df0ac995bc803a.png              润和软件       10000人以上   \n",
       " 16  61b07937d0458d53c627567e02u.jpg      广东祥龙信息科技有限公司       100-499人   \n",
       " 17  60e2fe0bf3df194a3c48adb502u.png       某知名通信设备上市公司       10000人以上   \n",
       " 18  5e9e9af382b0b02ff41228b808u.jpg   亮风台(上海)信息科技有限公司       100-499人   \n",
       " 19  5bfe9d7774719d2aa34b638903a.png              凡拓数创     1000-2000人   \n",
       " 20  5d2fddf73fa7ce27b2baf35103u.png         一手服装批发APP       500-999人   \n",
       " 21  5bfe91bf74719d35745ae43f03a.png             太平洋网络       500-999人   \n",
       " 22  60e2fe0bf3df194a3c48adb502u.png            某互联网公司         50-99人   \n",
       " 23  5bfea43774719d2aa34caed003a.png      北京首工科技开发有限公司          1-49人   \n",
       " 24  61b07937d0458d53c627567e02u.jpg   喜来乐(海南)电子竞技有限公司         50-99人   \n",
       " 25  5bfea0ba74719d2aa34c052a03a.png              广信通信    5000-10000人   \n",
       " 26  61b07937d0458d53c627567e02u.jpg    广州希科医疗器械科技有限公司     2000-5000人   \n",
       " 27  61b07937d0458d53c627567e02u.jpg      广州淳享信息科技有限公司          1-49人   \n",
       " 28  6124c309d700c6129198b9b308u.png      广州市优普计算机有限公司       100-499人   \n",
       " 29  6362670652bce52e36bfd79f06u.png      广州深衣信息技术有限公司       100-499人   \n",
       " 30  5fb77c254e19660289e2bbfa02u.jpg       广州紫为云科技有限公司         50-99人   \n",
       " 31  61b07937d0458d53c627567e02u.jpg      广州好顺信息技术有限公司          1-49人   \n",
       " 32  62d90fe4958cf3266dd5c9db08u.png               今托管       100-499人   \n",
       " 33  60bdbb777cc07936e59f707602u.png              德科信息    5000-10000人   \n",
       " 34  61b07937d0458d53c627567e02u.jpg  中国电信股份有限公司云计算分公司    5000-10000人   \n",
       " 35  60a75bb7303dc7644b931bed06u.jpg    广东瀚阳轨道信息科技有限公司       100-499人   \n",
       " 36  5cc64e03d3ced448643ef19303u.png      商线科技(深圳)有限公司       10000人以上   \n",
       " 37  603cb59c6cf52e565bf0eb1803u.png             向蜜鸟科技       100-499人   \n",
       " 38  5e9d0fdb37483e328d83940104u.png     广州市搜游网络科技有限公司         50-99人   \n",
       " 39  5ee0990cec4db462f8363ea502u.jpg    广州领行海外信息科技有限公司         50-99人   \n",
       " \n",
       "    comp.compIndustry                                 comp.link  \n",
       " 0              计算机软件   https://www.liepin.com/company/7931996/  \n",
       " 1              计算机软件  https://www.liepin.com/company/13262623/  \n",
       " 2               科技金融   https://www.liepin.com/company/8643653/  \n",
       " 3            生活服务O2O   https://www.liepin.com/company/9370210/  \n",
       " 4                 制药   https://www.liepin.com/company/9935759/  \n",
       " 5              计算机软件  https://www.liepin.com/company/10168115/  \n",
       " 6              计算机软件  https://www.liepin.com/company/12754597/  \n",
       " 7               IT服务   https://www.liepin.com/company/9432262/  \n",
       " 8                互联网  https://www.liepin.com/company/10160147/  \n",
       " 9                互联网   https://www.liepin.com/company/7863078/  \n",
       " 10               区块链   https://www.liepin.com/company/9872481/  \n",
       " 11          服装/纺织/皮革  https://www.liepin.com/company/12809911/  \n",
       " 12       电子/半导体/集成电路   https://www.liepin.com/company/6755578/  \n",
       " 13            专业技术服务                                            \n",
       " 14             计算机软件   https://www.liepin.com/company/7854025/  \n",
       " 15           政府/公共事业   https://www.liepin.com/company/3275544/  \n",
       " 16             计算机软件  https://www.liepin.com/company/12949653/  \n",
       " 17              通信设备                                            \n",
       " 18             计算机软件   https://www.liepin.com/company/8982963/  \n",
       " 19             计算机软件   https://www.liepin.com/company/8521096/  \n",
       " 20              电子商务   https://www.liepin.com/company/8955475/  \n",
       " 21               互联网    https://www.liepin.com/company/883294/  \n",
       " 22              游戏产业                                            \n",
       " 23             检测/认证   https://www.liepin.com/company/8856650/  \n",
       " 24                体育  https://www.liepin.com/company/12375959/  \n",
       " 25              通信设备   https://www.liepin.com/company/7869981/  \n",
       " 26              培训服务  https://www.liepin.com/company/12518997/  \n",
       " 27             计算机软件  https://www.liepin.com/company/12361883/  \n",
       " 28              IT服务   https://www.liepin.com/company/9709554/  \n",
       " 29              电子商务  https://www.liepin.com/company/12492429/  \n",
       " 30              人工智能  https://www.liepin.com/company/12259667/  \n",
       " 31               NaN  https://www.liepin.com/company/12843131/  \n",
       " 32              在线教育   https://www.liepin.com/company/8904492/  \n",
       " 33               互联网   https://www.liepin.com/company/6976808/  \n",
       " 34             计算机软件  https://www.liepin.com/company/13018809/  \n",
       " 35              IT服务   https://www.liepin.com/company/9208159/  \n",
       " 36              电子商务  https://www.liepin.com/company/10024137/  \n",
       " 37               互联网   https://www.liepin.com/company/9643005/  \n",
       " 38              人工智能   https://www.liepin.com/company/9644489/  \n",
       " 39               互联网  https://www.liepin.com/company/10223573/  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       " 1   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       " 2   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       " 3   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       " 4   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       " 5   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       " 6   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       " 7   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       " 8   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       " 9   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       " 10  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       " 11  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       " 12  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       " 13  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       " 14  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       " 15  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       " 16  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       " 17  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       " 18  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       " 19  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       " 20  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       " 21  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       " 22  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       " 23  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       " 24  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       " 25  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       " 26  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       " 27  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       " 28  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       " 29  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       " 30  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       " 31  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       " 32  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       " 33  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       " 34  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       " 35  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       " 36  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       " 37  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       " 38  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       " 39  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"jobKind\":\"2\",\"userId\":\"959cdf27d8c107f551d1d...   \n",
       " 1   {\"jobKind\":\"2\",\"userId\":\"1b5fabbdfcf24b293ff54...   \n",
       " 2   {\"jobKind\":\"2\",\"userId\":\"75690bd50275b8114f495...   \n",
       " 3   {\"jobKind\":\"2\",\"userId\":\"3c7809eade2bdcbf731b0...   \n",
       " 4   {\"jobKind\":\"2\",\"userId\":\"6e1a0e28f799ddf2b849c...   \n",
       " 5   {\"jobKind\":\"2\",\"userId\":\"34f0a01392bd9a8663f80...   \n",
       " 6   {\"jobKind\":\"2\",\"userId\":\"0c71c78fa1922988684d4...   \n",
       " 7   {\"jobKind\":\"2\",\"userId\":\"3dc36dd8eee22f4aff6a3...   \n",
       " 8   {\"jobKind\":\"2\",\"userId\":\"1fecd53e087b7e4055623...   \n",
       " 9   {\"jobKind\":\"2\",\"userId\":\"648b63c445b1a1493a173...   \n",
       " 10  {\"jobKind\":\"2\",\"userId\":\"51d980ee9f14a8a76e433...   \n",
       " 11  {\"jobKind\":\"2\",\"userId\":\"6eeefa22147e065671868...   \n",
       " 12  {\"jobKind\":\"2\",\"userId\":\"63c62240a96c7e4636c56...   \n",
       " 13  {\"jobKind\":\"1\",\"userId\":\"8715d8e6cb8743e77132f...   \n",
       " 14  {\"jobKind\":\"2\",\"userId\":\"8b830d8ae6201c5384c3e...   \n",
       " 15  {\"jobKind\":\"2\",\"userId\":\"302c7ea05809779c80f73...   \n",
       " 16  {\"jobKind\":\"2\",\"userId\":\"56955412ae736192d1d81...   \n",
       " 17  {\"jobKind\":\"2\",\"userId\":\"a6e65079034ee847f5f0c...   \n",
       " 18  {\"jobKind\":\"2\",\"userId\":\"cc17f05e393de18c2537f...   \n",
       " 19  {\"jobKind\":\"2\",\"userId\":\"7f76386771f569134af1e...   \n",
       " 20  {\"jobKind\":\"2\",\"userId\":\"a0131a1c7d6e35a88611d...   \n",
       " 21  {\"jobKind\":\"2\",\"userId\":\"2361e5d458c7053fe98dc...   \n",
       " 22  {\"jobKind\":\"2\",\"userId\":\"40a767ff373c09d2fe28a...   \n",
       " 23  {\"jobKind\":\"2\",\"userId\":\"c5717dc97fbfc0b65abe6...   \n",
       " 24  {\"jobKind\":\"2\",\"userId\":\"630a7ebb791935fc037df...   \n",
       " 25  {\"jobKind\":\"2\",\"userId\":\"32b8fb7437214d92d9081...   \n",
       " 26  {\"jobKind\":\"2\",\"userId\":\"b5ab467c3b3d09b04eec1...   \n",
       " 27  {\"jobKind\":\"2\",\"userId\":\"2fd36c45d5ddbf0d1ee36...   \n",
       " 28  {\"jobKind\":\"2\",\"userId\":\"cc30dad57dbff676df90e...   \n",
       " 29  {\"jobKind\":\"2\",\"userId\":\"f3572848a96e697c60660...   \n",
       " 30  {\"jobKind\":\"2\",\"userId\":\"c3eaa5e601847b9559afc...   \n",
       " 31  {\"jobKind\":\"2\",\"userId\":\"40b37758e5e02f3a8b0a6...   \n",
       " 32  {\"jobKind\":\"2\",\"userId\":\"36eae3f10306d01a64f01...   \n",
       " 33  {\"jobKind\":\"2\",\"userId\":\"0555eb50fe0912a700f58...   \n",
       " 34  {\"jobKind\":\"2\",\"userId\":\"681d5a0c3f0610349d9bb...   \n",
       " 35  {\"jobKind\":\"2\",\"userId\":\"d67a620935e36e7774c82...   \n",
       " 36  {\"jobKind\":\"2\",\"userId\":\"0e75b50a341ecec440e95...   \n",
       " 37  {\"jobKind\":\"2\",\"userId\":\"62d02c1e0de91c637bb0e...   \n",
       " 38  {\"jobKind\":\"2\",\"userId\":\"7fe4c547acc3bec73ab6f...   \n",
       " 39  {\"jobKind\":\"2\",\"userId\":\"920ee54c14e1e33f25bb0...   \n",
       " \n",
       "                                            job.labels job.refreshTime  \\\n",
       " 0                                              [前端开发]  20210719123726   \n",
       " 1                    [前端开发, ECMAScript 6, ECMAScript]  20211230104618   \n",
       " 2                                        [React, 低代码]  20230315205037   \n",
       " 3                     [前端开发, angular, bootstrap, 小程序]  20220118100209   \n",
       " 4                 [小程序, css, javascript, html, react]  20210223105230   \n",
       " 5                                 [React, C语言, C/C++]  20230313174143   \n",
       " 6                                  [前端开发, react, vue]  20210513165809   \n",
       " 7   [框架设计, 框架开发, 架构设计, 前端开发, 架构开发, IT/信息化领域, HTML5...  20220810182237   \n",
       " 8   [Javascript, TypeScript, Webpack, 需求分析, HTML5,...  20221017102448   \n",
       " 9   [IT/信息化领域, Koa, 前端开发, React, CSS, HTML, C/C++,...  20230323174128   \n",
       " 10    [前端开发, 界面开发, 模块开发, Vue, 架构设计, 框架设计, 框架开发, HTML]  20221206090312   \n",
       " 11  [Vue, 前端开发, 框架设计, 框架开发, Node.js, 架构设计, CSS, HT...  20221207150748   \n",
       " 12  [前端开发, Vue, 移动开发, 框架开发, 框架设计, IT/信息化领域, VR开发, ...  20220302115143   \n",
       " 13                                                 []  20230526165019   \n",
       " 14                                      [React, 前端开发]  20221117110004   \n",
       " 15  [javascript, css, css3, vue, jquery, bootstrap...  20210426180935   \n",
       " 16  [javascript, 前端开发, react, vue, webpack, gulp, ...  20210818165720   \n",
       " 17                                                 []  20220308154351   \n",
       " 18  [javascript, vue, 前端开发, react, jquery, webpack...  20201103163724   \n",
       " 19                    [React Native, React, H5端, 小程序]  20230525100035   \n",
       " 20  [前端开发, 界面开发, Vue, React, 框架设计, 框架开发, Javascrip...  20230217100349   \n",
       " 21                          [需求分析, 前端开发, React, 框架设计]  20221111180613   \n",
       " 22  [Node.js, 全栈开发, 前端开发, react.js, Javascript, Re...  20230530103004   \n",
       " 23   [前端开发, 后端开发, 模块开发, 全栈开发, 移动开发, 框架开发, 框架设计, 架构设计]  20220420151612   \n",
       " 24                 [Vue, uni-app, React, 前端开发, HTML5]  20220621095200   \n",
       " 25                    [React, Ant Design, TypeScript]  20230227212902   \n",
       " 26              [javascript, css, vue, webpack, gulp]  20210407092856   \n",
       " 27  [前端开发, Vue, React, Hybrid, 架构设计, Angular, CSS,...  20230207184646   \n",
       " 28  [前端开发, Vue, TypeScript, CSS, Javascript, HTML,...  20221010104046   \n",
       " 29                              [Egret, laya, H5游戏开发]  20221201152416   \n",
       " 30   [框架设计, 架构设计, 界面开发, Unix, 电商领域, Android, Webpack]  20211224152726   \n",
       " 31                     [前端开发, 框架设计, 框架开发, 界面开发, 架构设计]  20230213154327   \n",
       " 32  [javascript, vue, 前端开发, webpack, gulp, koa, ex...  20210817110849   \n",
       " 33         [TypeScript, AS3, Egret, 前端开发, 功能开发, 游戏开发]  20230421145928   \n",
       " 34  [javascript, css, css3, react, vue, jquery, ht...  20210729154633   \n",
       " 35        [Koa, 架构设计, Express, CSS, Javascript, HTML]  20230531114652   \n",
       " 36                                       [Vue, HTML5]  20220902153413   \n",
       " 37                                               [广州]  20220104185806   \n",
       " 38    [javascript, css, css3, vue, jquery, ajax, npm]  20210329181035   \n",
       " 39  [javascript, 前端开发, react, vue, webpack, gulp, ...  20220908161158   \n",
       " \n",
       "    job.jobKind  job.salary  job.dq job.jobId  job.advViewFlag  job.topJob  \\\n",
       " 0            2      10-15k      广州  41178349            False       False   \n",
       " 1            2      12-20k      广州  46079277            False       False   \n",
       " 2            2  20-35k·14薪  广州-番禺区  50880347            False       False   \n",
       " 3            2  12-20k·16薪      广州  28472555            False       False   \n",
       " 4            2      10-15k      广州  36091665            False       False   \n",
       " 5            2      14-17k  广州-天河区  56927237            False       False   \n",
       " 6            2  20-35k·15薪  广州-天河区  39123663            False       False   \n",
       " 7            2      15-22k  广州-黄埔区  51799325            False       False   \n",
       " 8            2      10-15k      广州  53160327            False       False   \n",
       " 9            2      18-26k  广州-越秀区  57247723            False       False   \n",
       " 10           2  12-25k·13薪  广州-荔湾区  42095755            False       False   \n",
       " 11           2      10-15k  广州-天河区  54160853            False       False   \n",
       " 12           2      10-15k  广州-天河区  47625057            False       False   \n",
       " 13           1  30-55k·18薪  广州-黄埔区  46484901            False       False   \n",
       " 14           2      16-23k      广州  54033259            False       False   \n",
       " 15           2      10-20k      广州  38255835            False       False   \n",
       " 16           2  20-40k·16薪  广州-番禺区  40317481            False       False   \n",
       " 17           2  18-25k·16薪      广州  31176553            False       False   \n",
       " 18           2      10-18k      广州  27723643            False       False   \n",
       " 19           2      13-18k  广州-天河区  58829291            False       False   \n",
       " 20           2      12-22k  广州-天河区  56200703            False       False   \n",
       " 21           2  15-22k·13薪  广州-黄埔区  53856291            False       False   \n",
       " 22           2        薪资面议  广州-天河区  57511049            False       False   \n",
       " 23           2      10-20k  广州-南沙区  49072989            False       False   \n",
       " 24           2      10-15k  广州-番禺区  48399491            False       False   \n",
       " 25           2  20-35k·14薪  广州-越秀区  56209655            False       False   \n",
       " 26           2  10-15k·15薪      广州  26835113            False       False   \n",
       " 27           2      18-28k  广州-黄埔区  55883893            False       False   \n",
       " 28           2  10-18k·13薪  广州-天河区  53009809            False       False   \n",
       " 29           2  13-22k·13薪  广州-天河区  52339071            False       False   \n",
       " 30           2       6-10k  广州-增城区  45953121            False       False   \n",
       " 31           2       8-12k      广州  33318277            False       False   \n",
       " 32           2  20-30k·14薪  广州-白云区  42136169            False       False   \n",
       " 33           2      11-18k  广州-天河区  57414257            False       False   \n",
       " 34           2      20-30k      广州  40842009            False       False   \n",
       " 35           2        薪资面议  广州-黄埔区  46905709            False       False   \n",
       " 36           2  12-14k·18薪  广州-海珠区  52350505            False       False   \n",
       " 37           2  20-40k·15薪      广州  46160093            False       False   \n",
       " 38           2      10-15k  广州-天河区  37610743            False       False   \n",
       " 39           2      20-35k      广州  42784543            False       False   \n",
       " \n",
       "     ... recruiter.chatted             recruiter.recruiterId  \\\n",
       " 0   ...             False  959cdf27d8c107f551d1d808173cd207   \n",
       " 1   ...             False  1b5fabbdfcf24b293ff54dcf15fedd4b   \n",
       " 2   ...             False  75690bd50275b8114f495e30eee1ca75   \n",
       " 3   ...             False  3c7809eade2bdcbf731b0e7b4e6639e3   \n",
       " 4   ...             False  6e1a0e28f799ddf2b849c987d1547e9d   \n",
       " 5   ...             False  34f0a01392bd9a8663f80b34efd04dfd   \n",
       " 6   ...             False  0c71c78fa1922988684d4a60e7c1c5f3   \n",
       " 7   ...             False  3dc36dd8eee22f4aff6a36a6f50ed98e   \n",
       " 8   ...             False  1fecd53e087b7e4055623042d480b3e5   \n",
       " 9   ...             False  648b63c445b1a1493a17328a10a83762   \n",
       " 10  ...             False  51d980ee9f14a8a76e433a993d699daa   \n",
       " 11  ...             False  6eeefa22147e0656718688fbdf7b39c8   \n",
       " 12  ...             False  63c62240a96c7e4636c56197bcbded04   \n",
       " 13  ...             False  8715d8e6cb8743e77132fecd33679775   \n",
       " 14  ...             False  8b830d8ae6201c5384c3ec9985f70200   \n",
       " 15  ...             False  302c7ea05809779c80f73f91268a4bab   \n",
       " 16  ...             False  56955412ae736192d1d811457fb0baa0   \n",
       " 17  ...             False  a6e65079034ee847f5f0cdf2380c158d   \n",
       " 18  ...             False  cc17f05e393de18c2537f99adbc1341a   \n",
       " 19  ...             False  7f76386771f569134af1e15557ac5783   \n",
       " 20  ...             False  a0131a1c7d6e35a88611dada40530229   \n",
       " 21  ...             False  2361e5d458c7053fe98dcf9a18983cfe   \n",
       " 22  ...             False  40a767ff373c09d2fe28afedf134a7eb   \n",
       " 23  ...             False  c5717dc97fbfc0b65abe677caf53e2a1   \n",
       " 24  ...             False  630a7ebb791935fc037df8f66a9a9cf1   \n",
       " 25  ...             False  32b8fb7437214d92d908182c4d4565ed   \n",
       " 26  ...             False  b5ab467c3b3d09b04eec17bc88606182   \n",
       " 27  ...             False  2fd36c45d5ddbf0d1ee36ea718450b8d   \n",
       " 28  ...             False  cc30dad57dbff676df90e4d4470cd456   \n",
       " 29  ...             False  f3572848a96e697c606609ab110146de   \n",
       " 30  ...             False  c3eaa5e601847b9559afcd5d8b60bd42   \n",
       " 31  ...             False  40b37758e5e02f3a8b0a6c5ea7ccbedc   \n",
       " 32  ...             False  36eae3f10306d01a64f0191c4eb571eb   \n",
       " 33  ...             False  0555eb50fe0912a700f5851ff2187e1c   \n",
       " 34  ...             False  681d5a0c3f0610349d9bb20b9a3b6d1c   \n",
       " 35  ...             False  d67a620935e36e7774c82c488cf98222   \n",
       " 36  ...             False  0e75b50a341ecec440e95cf58b7ec951   \n",
       " 37  ...             False  62d02c1e0de91c637bb0e16165265b03   \n",
       " 38  ...             False  7fe4c547acc3bec73ab6f231ef5e83ee   \n",
       " 39  ...             False  920ee54c14e1e33f25bb01adc785aa70   \n",
       " \n",
       "            recruiter.recruiterPhoto comp.compId comp.compScale  \\\n",
       " 0   5f8f9863f6d1ab58476f246a08u.jpg   2683308.0    5000-10000人   \n",
       " 1   61a7fd8035a60001d1db275c05u.png   1230425.0     1000-2000人   \n",
       " 2   5f8f986779c7cc70efbf36c008u.jpg   8836020.0     2000-5000人   \n",
       " 3   5f8f98648dbe6273dcf8515508u.jpg   9541320.0     2000-5000人   \n",
       " 4   5f8f98648dbe6273dcf8515508u.jpg  12233381.0         50-99人   \n",
       " 5   61dbf33be4c8111e00c173a107u.png   8386060.0     1000-2000人   \n",
       " 6   5f8f9863f6d1ab58476f246a08u.jpg   5964833.0       10000人以上   \n",
       " 7   5f8f986779c7cc70efbf36c008u.jpg   8634915.0       500-999人   \n",
       " 8   5f8f9865ea60860b75384fa508u.jpg   8904492.0       100-499人   \n",
       " 9   5f8f9866dfb13a7dee342f1808u.jpg  12715823.0     1000-2000人   \n",
       " 10  5bb035b98e50b2deb626480504a.jpg   8032488.0       100-499人   \n",
       " 11  5f8f9866dfb13a7dee342f1808u.jpg   7878186.0       10000人以上   \n",
       " 12  5f8f98648dbe6273dcf8515508u.jpg  10003123.0         50-99人   \n",
       " 13  628f4ba9afaf234b9f45edb804u.jpg         NaN       100-499人   \n",
       " 14  56a97fab45ce2797ac3ddbb306a.png   8092060.0     2000-5000人   \n",
       " 15  5f8f986779c7cc70efbf36c008u.jpg   9665352.0       100-499人   \n",
       " 16  5f8f9863f6d1ab58476f246a08u.jpg   9873489.0     1000-2000人   \n",
       " 17  5f8f9863f6d1ab58476f246a08u.jpg   9541320.0     2000-5000人   \n",
       " 18  5f8f986779c7cc70efbf36c008u.jpg   5964833.0       10000人以上   \n",
       " 19  5f8f9866dfb13a7dee342f1808u.jpg  13550187.0    5000-10000人   \n",
       " 20  5f8f9865ea60860b75384fa508u.jpg   9723446.0       500-999人   \n",
       " 21  5f8f986c79c7cc70efbf36c808u.jpg   7854025.0    5000-10000人   \n",
       " 22  5f8f9868f6d1ab58476f24a008u.jpg   1703143.0       10000人以上   \n",
       " 23  5f8f9866dfb13a7dee342f1808u.jpg  13194963.0          1-49人   \n",
       " 24  5f8f9866dfb13a7dee342f1808u.jpg  12642245.0          1-49人   \n",
       " 25  5f8f986c79c7cc70efbf36c808u.jpg  12461869.0       100-499人   \n",
       " 26  5f8f986c79c7cc70efbf36c808u.jpg   9225083.0         50-99人   \n",
       " 27  5f8f9863f6d1ab58476f246a08u.jpg   7854025.0    5000-10000人   \n",
       " 28  5f8f9866dfb13a7dee342f1808u.jpg   8805672.0       500-999人   \n",
       " 29  5f8f9863f6d1ab58476f246a08u.jpg  10142705.0       100-499人   \n",
       " 30  5f8f986aea60860b75384fab08u.jpg  12989991.0          1-49人   \n",
       " 31  5f8f98648dbe6273dcf8515508u.jpg   8805672.0       500-999人   \n",
       " 32  60cc49e28fa584148570a3de07u.jpg   7965750.0       10000人以上   \n",
       " 33  5f8f9865ea60860b75384fa508u.jpg  12701601.0                  \n",
       " 34  5f8f9865ea60860b75384fa508u.jpg   8643653.0       500-999人   \n",
       " 35  5f8f9868f6d1ab58476f24a008u.jpg  10269839.0       100-499人   \n",
       " 36  5f8f9865ea60860b75384fa508u.jpg   9095103.0     1000-2000人   \n",
       " 37  5f8f986bdfb13a7dee342f2108u.jpg   9802313.0       10000人以上   \n",
       " 38  5f8f986c79c7cc70efbf36c808u.jpg  12516617.0         50-99人   \n",
       " 39  5f8f9863f6d1ab58476f246a08u.jpg   1805522.0     2000-5000人   \n",
       " \n",
       "                       comp.compLogo      comp.compName  \\\n",
       " 0   63f6c4677e3d5966c1356dcc04u.png     绿瘦健康产业集团股份有限公司   \n",
       " 1   62d770ec8c55ea625994118001u.png               吉奥时空   \n",
       " 2   639937af821c6d513110e83301u.png               探迹科技   \n",
       " 3   635f3558bc4bee6f5c71877b04u.png               数字广东   \n",
       " 4   61b07937d0458d53c627567e02u.jpg       广州优安信息科技有限公司   \n",
       " 5   5bfe94b074719dc6ed73f87003a.png               广州南天   \n",
       " 6   6268af86c62a82594f50cc8704u.png               网易集团   \n",
       " 7   63944509821c6d513110d6e403u.png         佰聆数据股份有限公司   \n",
       " 8   62d90fe4958cf3266dd5c9db08u.png                今托管   \n",
       " 9   609622bc1f2e5b6e2ebc48bb08u.png       海通安恒科技股份有限公司   \n",
       " 10  5bfea5a674719d2aa34ce7dd03a.png           中华商务贸易公司   \n",
       " 11  5bfe964374719df0ac98fd1103a.png               东华软件   \n",
       " 12  61b07937d0458d53c627567e02u.jpg       广州浩传网络科技有限公司   \n",
       " 13  60e2fe0bf3df194a3c48adb502u.png       某广州政府/公共事业公司   \n",
       " 14  5bfe969f74719df0ac990fee03a.png         亿达信息技术有限公司   \n",
       " 15  5bfe9c0074719df0ac9a210203a.png       广州安悦网络科技有限公司   \n",
       " 16  603de53b0f02191a7981a0e508u.png                 YY   \n",
       " 17  635f3558bc4bee6f5c71877b04u.png               数字广东   \n",
       " 18  6268af86c62a82594f50cc8704u.png               网易集团   \n",
       " 19  60bdbb777cc07936e59f707602u.png  深圳市德科信息技术有限公司_不通过   \n",
       " 20  619f4e8f1aa74f23de480ad305u.png               睿服科技   \n",
       " 21  5bfe95c674719df0ac98e51303a.png               视源股份   \n",
       " 22  5f65cf39f6d1ab58475c2c2902u.png        埃森哲(中国)有限公司   \n",
       " 23  61b07937d0458d53c627567e02u.jpg   中科汇智(广东)信息科技有限公司   \n",
       " 24  61b07937d0458d53c627567e02u.jpg        广州居佳互联网有限公司   \n",
       " 25  63f34ab65598256d3e6f627305u.png       广州蜚美网络技术有限公司   \n",
       " 26  5add8ca48e50b1315462cf7d04a.png  码卡(广州)科技有限公司海珠分公司   \n",
       " 27  5bfe95c674719df0ac98e51303a.png               视源股份   \n",
       " 28  5bfe99a174719df0ac99ac3903a.png      广州广颖创网络科技有限公司   \n",
       " 29  61a6ec93a253fa17b42f7b7203u.png      广州市方巨网络科技有限公司   \n",
       " 30  61b07937d0458d53c627567e02u.jpg      广州穹之粟智能科技有限公司   \n",
       " 31  5bfe99a174719df0ac99ac3903a.png      广州广颖创网络科技有限公司   \n",
       " 32  60408da43bfe753525d32d9902u.png             欧派家居集团   \n",
       " 33  61b07937d0458d53c627567e02u.jpg       广州越山网络科技有限公司   \n",
       " 34  5bfe9f8a74719d2aa34bca3203a.png               兴业数金   \n",
       " 35  5de4de98cd52473b94ead5d507u.jpg           蚁米控股有限公司   \n",
       " 36  6030a6c1701c060c94ace27002u.png    联通(广东)产业互联网有限公司   \n",
       " 37  5e0d4ad929d83a675436b4a206u.jpg           抖音视界有限公司   \n",
       " 38  5ffd50bc7df98517c0504eef04u.png   成都不求人科技有限公司广州分公司   \n",
       " 39  624d2e543247ad31bb6a3d9806u.png             金山办公软件   \n",
       " \n",
       "                                    comp.link comp.compIndustry comp.compStage  \n",
       " 0    https://www.liepin.com/company/2683308/              医疗机构            NaN  \n",
       " 1    https://www.liepin.com/company/1230425/             计算机软件          融资未公开  \n",
       " 2    https://www.liepin.com/company/8836020/               互联网             B轮  \n",
       " 3    https://www.liepin.com/company/9541320/               互联网            NaN  \n",
       " 4   https://www.liepin.com/company/12233381/              IT服务            NaN  \n",
       " 5    https://www.liepin.com/company/8386060/             计算机软件            NaN  \n",
       " 6    https://www.liepin.com/company/5964833/               互联网            已上市  \n",
       " 7    https://www.liepin.com/company/8634915/             计算机软件            NaN  \n",
       " 8    https://www.liepin.com/company/8904492/              在线教育            NaN  \n",
       " 9   https://www.liepin.com/company/12715823/             计算机软件             A轮  \n",
       " 10   https://www.liepin.com/company/8032488/               互联网            NaN  \n",
       " 11   https://www.liepin.com/company/7878186/             计算机软件         沪深A股上市  \n",
       " 12  https://www.liepin.com/company/10003123/               互联网           战略投资  \n",
       " 13                                                     政府/公共事业            NaN  \n",
       " 14   https://www.liepin.com/company/8092060/             计算机软件            NaN  \n",
       " 15   https://www.liepin.com/company/9665352/               互联网            NaN  \n",
       " 16   https://www.liepin.com/company/9873489/               互联网           美股上市  \n",
       " 17   https://www.liepin.com/company/9541320/               互联网            NaN  \n",
       " 18   https://www.liepin.com/company/5964833/               互联网            已上市  \n",
       " 19  https://www.liepin.com/company/13550187/               互联网           战略投资  \n",
       " 20   https://www.liepin.com/company/9723446/              IT服务          融资未公开  \n",
       " 21   https://www.liepin.com/company/7854025/             计算机软件         沪深A股上市  \n",
       " 22   https://www.liepin.com/company/1703143/              IT服务            NaN  \n",
       " 23  https://www.liepin.com/company/13194963/             计算机软件            NaN  \n",
       " 24  https://www.liepin.com/company/12642245/             计算机软件          融资未公开  \n",
       " 25  https://www.liepin.com/company/12461869/               互联网             B轮  \n",
       " 26   https://www.liepin.com/company/9225083/               互联网            NaN  \n",
       " 27   https://www.liepin.com/company/7854025/             计算机软件         沪深A股上市  \n",
       " 28   https://www.liepin.com/company/8805672/              电子商务            NaN  \n",
       " 29  https://www.liepin.com/company/10142705/                游戏          融资未公开  \n",
       " 30  https://www.liepin.com/company/12989991/            专业技术服务            NaN  \n",
       " 31   https://www.liepin.com/company/8805672/              电子商务            NaN  \n",
       " 32   https://www.liepin.com/company/7965750/             家具/家居            已上市  \n",
       " 33  https://www.liepin.com/company/12701601/                游戏            NaN  \n",
       " 34   https://www.liepin.com/company/8643653/              科技金融            NaN  \n",
       " 35  https://www.liepin.com/company/10269839/               区块链            NaN  \n",
       " 36   https://www.liepin.com/company/9095103/               互联网            NaN  \n",
       " 37   https://www.liepin.com/company/9802313/             计算机软件             D轮  \n",
       " 38  https://www.liepin.com/company/12516617/               互联网            NaN  \n",
       " 39   https://www.liepin.com/company/1805522/               互联网          科创板上市  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       " 1   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       " 2   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       " 3   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       " 4   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       " 5   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       " 6   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       " 7   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       " 8   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       " 9   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       " 10  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       " 11  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       " 12  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       " 13  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       " 14  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       " 15  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       " 16  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       " 17  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       " 18  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       " 19  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       " 20  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       " 21  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       " 22  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       " 23  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       " 24  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       " 25  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       " 26  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       " 27  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       " 28  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       " 29  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       " 30  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       " 31  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       " 32  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       " 33  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       " 34  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       " 35  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       " 36  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       " 37  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       " 38  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       " 39  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"jobKind\":\"2\",\"userId\":\"5fd12723ff69609938cbd...   \n",
       " 1   {\"jobKind\":\"2\",\"userId\":\"cc17f05e393de18c2537f...   \n",
       " 2   {\"jobKind\":\"2\",\"userId\":\"c21e8a545b39af8e2f246...   \n",
       " 3   {\"jobKind\":\"2\",\"userId\":\"0ae161783143db90b20db...   \n",
       " 4   {\"jobKind\":\"2\",\"userId\":\"b049f31dd38f7fa974bb4...   \n",
       " 5   {\"jobKind\":\"2\",\"userId\":\"c901f44e301f212d542cc...   \n",
       " 6   {\"jobKind\":\"2\",\"userId\":\"9ea3ff93ece5f10cd3cc3...   \n",
       " 7   {\"jobKind\":\"2\",\"userId\":\"ead39d34a8cbeca690fea...   \n",
       " 8   {\"jobKind\":\"2\",\"userId\":\"b98588e76037747871dd4...   \n",
       " 9   {\"jobKind\":\"2\",\"userId\":\"47fcb4dfa7df3d293c268...   \n",
       " 10  {\"jobKind\":\"2\",\"userId\":\"3c7809eade2bdcbf731b0...   \n",
       " 11  {\"jobKind\":\"2\",\"userId\":\"676b39b5999a6d625e5e2...   \n",
       " 12  {\"jobKind\":\"2\",\"userId\":\"ec9218078fe5607864387...   \n",
       " 13  {\"jobKind\":\"2\",\"userId\":\"b297b25bd9067a9b1b120...   \n",
       " 14  {\"jobKind\":\"2\",\"userId\":\"f10276438998f5eb7f3dd...   \n",
       " 15  {\"jobKind\":\"2\",\"userId\":\"448e84097be82c106a51a...   \n",
       " 16  {\"jobKind\":\"2\",\"userId\":\"ea02bee8f6efb7b87bcd9...   \n",
       " 17  {\"jobKind\":\"2\",\"userId\":\"de93c730fcbd040293347...   \n",
       " 18  {\"jobKind\":\"2\",\"userId\":\"2fd36c45d5ddbf0d1ee36...   \n",
       " 19  {\"jobKind\":\"2\",\"userId\":\"20516bac6416dea65d442...   \n",
       " 20  {\"jobKind\":\"2\",\"userId\":\"7de6093d31e440de09367...   \n",
       " 21  {\"jobKind\":\"2\",\"userId\":\"f2fee714055c40c714917...   \n",
       " 22  {\"jobKind\":\"2\",\"userId\":\"cb7bf1945456c40c575c3...   \n",
       " 23  {\"jobKind\":\"2\",\"userId\":\"59af7647ccfe71838ff5b...   \n",
       " 24  {\"jobKind\":\"2\",\"userId\":\"7e1a3b96549b3c386022a...   \n",
       " 25  {\"jobKind\":\"2\",\"userId\":\"781ad5c98d7e5b3e662c3...   \n",
       " 26  {\"jobKind\":\"2\",\"userId\":\"f251d4583e7f942fdeba7...   \n",
       " 27  {\"jobKind\":\"2\",\"userId\":\"5ba76172d4ca11a439a8d...   \n",
       " 28  {\"jobKind\":\"2\",\"userId\":\"ef415948e8dab676a7189...   \n",
       " 29  {\"jobKind\":\"2\",\"userId\":\"212c1854ccb5a2a47f20a...   \n",
       " 30  {\"jobKind\":\"2\",\"userId\":\"51546320d93f1037968f6...   \n",
       " 31  {\"jobKind\":\"2\",\"userId\":\"3f87b2949d7854b837993...   \n",
       " 32  {\"jobKind\":\"2\",\"userId\":\"26c5e1aacf9cc36279679...   \n",
       " 33  {\"jobKind\":\"2\",\"userId\":\"393f30cc920adbf85c532...   \n",
       " 34  {\"jobKind\":\"2\",\"userId\":\"87950025ca1e451019268...   \n",
       " 35  {\"jobKind\":\"2\",\"userId\":\"29190709723c47758aa60...   \n",
       " 36  {\"jobKind\":\"2\",\"userId\":\"418d39f61d09f6a4ab30a...   \n",
       " 37  {\"jobKind\":\"2\",\"userId\":\"c8a4708777395a1134b21...   \n",
       " 38  {\"jobKind\":\"2\",\"userId\":\"90dc7c5ff4bfd5abeebed...   \n",
       " 39  {\"jobKind\":\"2\",\"userId\":\"37ffbc4f2691f9923465d...   \n",
       " \n",
       "                                            job.labels job.refreshTime  \\\n",
       " 0   [Electron, Node.js, 前端开发, Web开发, R语言, Objectiv...  20220915152008   \n",
       " 1                      [react, vue, javascript, 前端开发]  20201103163724   \n",
       " 2                           [Web开发, 前端开发, Vue, React]  20220209173124   \n",
       " 3                [javascript, 前端开发, css3, react, vue]  20211116161129   \n",
       " 4         [界面开发, 移动开发, 前端开发, 框架开发, 框架设计, React, HTML]  20220223111708   \n",
       " 5   [前端开发, jQuery, Vue, iOS, Webpack, CSS, Javascr...  20220219182059   \n",
       " 6   [Vue, 界面开发, ElementUI, Echarts, 前端开发, jQuery, ...  20221123172246   \n",
       " 7   [javascript, css, react, html, webpack, php, t...  20211101145124   \n",
       " 8            [Vue, Javascript, HTML5, ElementUI, 移动端]  20220707132349   \n",
       " 9                           [javascript, css3, HTML5]  20220309091453   \n",
       " 10        [前端开发, 移动开发, 架构设计, 系统开发, Web开发, 框架开发, 框架设计]  20220512152757   \n",
       " 11  [Vue, uni-app, 前端开发, ElementUI, Javascript, We...  20220609110040   \n",
       " 12        [前端开发, css3, vue, html, webpack, 网络协议, 小程序]  20220429093530   \n",
       " 13             [Javascript, HTML5, Vue, CSS, Android]  20220810234706   \n",
       " 14  [前端开发, 后端开发, Vue, 框架开发, 框架设计, CSS, HTML, HTML5...  20221013112502   \n",
       " 15                       [WebRTC, 音视频开发, C++, OpenGL]  20221215015050   \n",
       " 16                                 [前端开发, C/C++, C语言]  20230213173058   \n",
       " 17  [javascript, 前端开发, css3, vue, webpack, gulp, 小程序]  20211028101019   \n",
       " 18  [Vue, React, 前端开发, AngularJS, 框架设计, 架构设计, Linu...  20230207184600   \n",
       " 19        [前端开发, Javascript, CSS, HTML, React, Web开发]  20220727140759   \n",
       " 20                       [react, typescript, webpack]  20210323204248   \n",
       " 21  [前端开发, 移动开发, 界面开发, 功能开发, 模块开发, Sass, TypeScrip...  20220228135206   \n",
       " 22                                      [高级前端, web前端]  20221216163539   \n",
       " 23                                                 []  20221130215159   \n",
       " 24                [css, 前端开发, jquery, bootstrap, 小程序]  20210714134750   \n",
       " 25  [移动开发, 模块开发, 前端开发, Bootstrap, React, jQuery, V...  20221121133228   \n",
       " 26        [前端开发, 网络开发, React, Vue, 大数据领域, 框架设计, 框架开发]  20220705120442   \n",
       " 27                   [jquery, css3, html5, vue, json]  20191017174215   \n",
       " 28  [人工智能领域, 前端开发, 移动开发, 通信领域, 框架设计, 框架开发, Vue, An...  20220323075110   \n",
       " 29                                                 []  20221121165508   \n",
       " 30  [javascript, css, 前端开发, react, html, ajax, web...  20210928102524   \n",
       " 31                      [TypeScript, Vue2, Vue3, 区块链]  20220718103240   \n",
       " 32             [react, webpack, angularjs, java, 小程序]  20210814105105   \n",
       " 33  [界面开发, 架构设计, Vue, jQuery, 前端开发, Vue.js, Bootst...  20221122140520   \n",
       " 34  [界面开发, Vue, 前端开发, 框架开发, 框架设计, Web开发, HTML, HTML5]  20221114151740   \n",
       " 35  [javascript, css, jquery, html, angularjs, c#,...  20210409162216   \n",
       " 36  [javascript, css, react, vue, html, webpack, g...  20200916084057   \n",
       " 37  [前端开发, Node.js, D3.js, Echarts, React, Java, P...  20220518152429   \n",
       " 38                          [前端开发, uni-app, IT/信息化领域]  20220425152955   \n",
       " 39  [前端开发, 框架开发, 框架设计, 界面开发, Vue, 移动开发, CSS, Javas...  20221215094230   \n",
       " \n",
       "    job.jobKind  job.salary  job.dq job.jobId  job.advViewFlag  job.topJob  \\\n",
       " 0            2  20-35k·13薪  广州-黄埔区  46839267            False       False   \n",
       " 1            2      15-30k      广州  30709809            False       False   \n",
       " 2            2       8-12k  广州-天河区  46859785            False       False   \n",
       " 3            2       8-11k  广州-天河区  44060349            False       False   \n",
       " 4            2       7-12k  广州-天河区  47376533            False       False   \n",
       " 5            2       8-10k  广州-黄埔区  47255901            False       False   \n",
       " 6            2       8-10k  广州-增城区  54338803            False       False   \n",
       " 7            2   8-15k·13薪  广州-天河区  39540821            False       False   \n",
       " 8            2      11-13k  广州-白云区  49845083            False       False   \n",
       " 9            2       8-16k      广州  33919059            False       False   \n",
       " 10           2  15-22k·16薪      广州  32316559            False       False   \n",
       " 11           2      12-16k  广州-天河区  50246977            False       False   \n",
       " 12           2      10-14k      广州  35443629            False       False   \n",
       " 13           2  15-25k·13薪  广州-海珠区  50874197            False       False   \n",
       " 14           2      14-15k  广州-天河区  53103387            False       False   \n",
       " 15           2      35-70k  广州-海珠区  53689029            False       False   \n",
       " 16           2      19-24k  广州-黄埔区  56063535            False       False   \n",
       " 17           2       9-15k  广州-海珠区  40423975            False       False   \n",
       " 18           2      17-25k  广州-黄埔区  55898221            False       False   \n",
       " 19           2      12-18k  广州-黄埔区  51441947            False       False   \n",
       " 20           2  20-40k·14薪      广州  37406365            False       False   \n",
       " 21           2  10-15k·14薪      广州  47535587            False       False   \n",
       " 22           2  15-19k·13薪      广州  51480777            False       False   \n",
       " 23           2       8-12k  广州-天河区  54786257            False       False   \n",
       " 24           2       7-12k      广州  41043091            False       False   \n",
       " 25           2      15-18k  广州-天河区  54159499            False       False   \n",
       " 26           2  22-35k·14薪  广州-番禺区  50880309            False       False   \n",
       " 27           2        6-8k  广州-白云区  24137325            False       False   \n",
       " 28           2      10-15k  广州-番禺区  48279685            False       False   \n",
       " 29           2       8-12k      广州  54191365            False       False   \n",
       " 30           2      10-18k  广州-黄埔区  34600101            False       False   \n",
       " 31           2  15-25k·13薪  广州-越秀区  49906041            False       False   \n",
       " 32           2      10-23k      广州  42154229            False       False   \n",
       " 33           2      15-20k  广州-天河区  48479915            False       False   \n",
       " 34           2      15-20k      广州  22806939            False       False   \n",
       " 35           2  10-14k·13薪  广州-海珠区  37952857            False       False   \n",
       " 36           2   8-12k·13薪  广州-天河区  27802889            False       False   \n",
       " 37           2      10-15k      广州  27611477            False       False   \n",
       " 38           2        7-9k  广州-天河区  49215689            False       False   \n",
       " 39           2        2-3k  广州-天河区  55087821            False       False   \n",
       " \n",
       "     ... recruiter.chatted             recruiter.recruiterId  \\\n",
       " 0   ...             False  5fd12723ff69609938cbda08e8dd1e46   \n",
       " 1   ...             False  cc17f05e393de18c2537f99adbc1341a   \n",
       " 2   ...             False  c21e8a545b39af8e2f24680bff479eb2   \n",
       " 3   ...             False  0ae161783143db90b20db404ef889146   \n",
       " 4   ...             False  b049f31dd38f7fa974bb467b2796700b   \n",
       " 5   ...             False  c901f44e301f212d542ccbc8a0541616   \n",
       " 6   ...             False  9ea3ff93ece5f10cd3cc3b4c3f49d4ac   \n",
       " 7   ...             False  ead39d34a8cbeca690fea396b6e48152   \n",
       " 8   ...             False  b98588e76037747871dd42ead2f65229   \n",
       " 9   ...             False  47fcb4dfa7df3d293c268aed9495f454   \n",
       " 10  ...             False  3c7809eade2bdcbf731b0e7b4e6639e3   \n",
       " 11  ...             False  676b39b5999a6d625e5e2b196b0329d3   \n",
       " 12  ...             False  ec9218078fe56078643873581a669533   \n",
       " 13  ...             False  b297b25bd9067a9b1b12075f4be40fde   \n",
       " 14  ...             False  f10276438998f5eb7f3ddcabab1bb442   \n",
       " 15  ...             False  448e84097be82c106a51aac2b5afee9e   \n",
       " 16  ...             False  ea02bee8f6efb7b87bcd9f65dcdb88a7   \n",
       " 17  ...             False  de93c730fcbd040293347d01d0444f23   \n",
       " 18  ...             False  2fd36c45d5ddbf0d1ee36ea718450b8d   \n",
       " 19  ...             False  20516bac6416dea65d442fdb000268f8   \n",
       " 20  ...             False  7de6093d31e440de09367948c6090932   \n",
       " 21  ...             False  f2fee714055c40c7149174253351f59c   \n",
       " 22  ...             False  cb7bf1945456c40c575c3445d20960af   \n",
       " 23  ...             False  59af7647ccfe71838ff5bdb6d5f278bf   \n",
       " 24  ...             False  7e1a3b96549b3c386022adbb4d5145e3   \n",
       " 25  ...             False  781ad5c98d7e5b3e662c3ad3715aea0a   \n",
       " 26  ...             False  f251d4583e7f942fdeba783d5db17d5e   \n",
       " 27  ...             False  5ba76172d4ca11a439a8db45e404fe64   \n",
       " 28  ...             False  ef415948e8dab676a7189d1942ecdf2f   \n",
       " 29  ...             False  212c1854ccb5a2a47f20a96e3a7f3398   \n",
       " 30  ...             False  51546320d93f1037968f676931d58bca   \n",
       " 31  ...             False  3f87b2949d7854b83799367d3ecdba13   \n",
       " 32  ...             False  26c5e1aacf9cc362796798d4546590af   \n",
       " 33  ...             False  393f30cc920adbf85c532909c8dc2049   \n",
       " 34  ...             False  87950025ca1e4510192688d4a1d2b402   \n",
       " 35  ...             False  29190709723c47758aa604c4c9a860f5   \n",
       " 36  ...             False  418d39f61d09f6a4ab30a76b0eb2e338   \n",
       " 37  ...             False  c8a4708777395a1134b21c5d472a67f9   \n",
       " 38  ...             False  90dc7c5ff4bfd5abeebeda4e96f67cdb   \n",
       " 39  ...             False  37ffbc4f2691f9923465df0c010b6cde   \n",
       " \n",
       "            recruiter.recruiterPhoto comp.compId comp.compScale comp.compStage  \\\n",
       " 0   5f8f986779c7cc70efbf36c008u.jpg     7854025    5000-10000人         沪深A股上市   \n",
       " 1   5f8f986779c7cc70efbf36c008u.jpg     5964833       10000人以上            已上市   \n",
       " 2   5f8f986c79c7cc70efbf36c808u.jpg     9643005       100-499人             A轮   \n",
       " 3   5f8f9868f6d1ab58476f24a008u.jpg    12217315                           NaN   \n",
       " 4   5f8f98698dbe6273dcf8516008u.jpg    12707355          1-49人            NaN   \n",
       " 5   5f8f9863f6d1ab58476f246a08u.jpg    12967209         50-99人            NaN   \n",
       " 6   5f8f9863f6d1ab58476f246a08u.jpg    10121353          1-49人            NaN   \n",
       " 7   5f8f9866dfb13a7dee342f1808u.jpg    12362281          1-49人            NaN   \n",
       " 8   5f8f9865ea60860b75384fa508u.jpg     9600943    5000-10000人       其他股票市场上市   \n",
       " 9   5f8f9866dfb13a7dee342f1808u.jpg    12481807       500-999人            NaN   \n",
       " 10  5f8f98648dbe6273dcf8515508u.jpg     9541320     2000-5000人            NaN   \n",
       " 11  5f8f9868f6d1ab58476f24a008u.jpg    13003807     2000-5000人            NaN   \n",
       " 12  5f8f986aea60860b75384fab08u.jpg     9095103     1000-2000人            NaN   \n",
       " 13  62f224ceabcfd02d4033016e04u.png    13260665         50-99人            天使轮   \n",
       " 14  5f8f9865ea60860b75384fa508u.jpg    12220405          1-49人          融资未公开   \n",
       " 15  6021fc749d28a04c0525b87c02u.png     7863078       10000人以上             其他   \n",
       " 16  5f8f986c79c7cc70efbf36c808u.jpg     7854025    5000-10000人         沪深A股上市   \n",
       " 17  5f8f9863f6d1ab58476f246a08u.jpg     9474483     1000-2000人          新三板上市   \n",
       " 18  5f8f9863f6d1ab58476f246a08u.jpg     7854025    5000-10000人         沪深A股上市   \n",
       " 19  62da47dc83876966f0d58fcf08u.png     8634915       500-999人            NaN   \n",
       " 20  5f8f9865ea60860b75384fa508u.jpg     9802313       10000人以上             D轮   \n",
       " 21  5f8f9868f6d1ab58476f24a008u.jpg     9339391       500-999人          融资未公开   \n",
       " 22  5f8f98648dbe6273dcf8515508u.jpg     8482017       100-499人            NaN   \n",
       " 23  5f8f986779c7cc70efbf36c008u.jpg     9965861          1-49人            NaN   \n",
       " 24  5f8f9866dfb13a7dee342f1808u.jpg    12826183         50-99人            NaN   \n",
       " 25  5f8f9865ea60860b75384fa508u.jpg      885682       100-499人            已上市   \n",
       " 26  5f8f9863f6d1ab58476f246a08u.jpg     8836020     2000-5000人             B轮   \n",
       " 27  5f8f986bdfb13a7dee342f2108u.jpg    10224949          1-49人          融资未公开   \n",
       " 28  5f8f9866dfb13a7dee342f1808u.jpg    13166217          1-49人            NaN   \n",
       " 29  5f8f986779c7cc70efbf36c008u.jpg     9521499          1-49人           战略投资   \n",
       " 30  5f8f9866dfb13a7dee342f1808u.jpg     9269402       100-499人            NaN   \n",
       " 31  5f8f986c79c7cc70efbf36c808u.jpg    13223803          1-49人            NaN   \n",
       " 32  5f8f9863f6d1ab58476f246a08u.jpg    12547989       500-999人           战略投资   \n",
       " 33  5f8f986779c7cc70efbf36c008u.jpg    12278487    5000-10000人            NaN   \n",
       " 34  5f8f98648dbe6273dcf8515508u.jpg     2322721     1000-2000人         沪深A股上市   \n",
       " 35  6073bcc8679e683e7300a0df08u.png    12680715          1-49人            NaN   \n",
       " 36  5f8f986779c7cc70efbf36c008u.jpg     9510476         50-99人            NaN   \n",
       " 37  5f8f986c79c7cc70efbf36c808u.jpg     1527266     1000-2000人          创业板上市   \n",
       " 38  5f8f98648dbe6273dcf8515508u.jpg     8822593          1-49人          融资未公开   \n",
       " 39  5f8f98648dbe6273dcf8515508u.jpg    10201119          1-49人            NaN   \n",
       " \n",
       "                        comp.compLogo        comp.compName  \\\n",
       " 0    5bfe95c674719df0ac98e51303a.png                 视源股份   \n",
       " 1    6268af86c62a82594f50cc8704u.png                 网易集团   \n",
       " 2    603cb59c6cf52e565bf0eb1803u.png                向蜜鸟科技   \n",
       " 3    61b07937d0458d53c627567e02u.jpg           深圳禹信科技有限公司   \n",
       " 4    609b3e8b7a675673c9fa5cd008u.jpg        深圳市壹周传媒文化有限公司   \n",
       " 5    61b07937d0458d53c627567e02u.jpg         广州华融信息科技有限公司   \n",
       " 6    61b07937d0458d53c627567e02u.jpg        广东科研世智能科技有限公司   \n",
       " 7    61b07937d0458d53c627567e02u.jpg         广州偶游网络科技有限公司   \n",
       " 8    5bfe91e274719d35745aeb5b03a.png                 恒赢智航   \n",
       " 9    5fc6fd5b7d6477448761b8e607u.png  广东中职信会计师事务所(特殊普通合伙)   \n",
       " 10   635f3558bc4bee6f5c71877b04u.png                 数字广东   \n",
       " 11   61b07937d0458d53c627567e02u.jpg      广东省碧成网络科技股份有限公司   \n",
       " 12   6030a6c1701c060c94ace27002u.png      联通(广东)产业互联网有限公司   \n",
       " 13   62e4e9a3c158ba212af6a67207u.jpg         广州悦澜网络科技有限公司   \n",
       " 14   61b07937d0458d53c627567e02u.jpg      厦门印了么信息科技股份有限公司   \n",
       " 15   5d887b5528021708fa52b44403u.jpg                 字节跳动   \n",
       " 16   5bfe95c674719df0ac98e51303a.png                 视源股份   \n",
       " 17   5e58d53d29d83a675456d95006u.png         天祥建设集团股份有限公司   \n",
       " 18   5bfe95c674719df0ac98e51303a.png                 视源股份   \n",
       " 19   63944509821c6d513110d6e403u.png           佰聆数据股份有限公司   \n",
       " 20   5e0d4ad929d83a675436b4a206u.jpg             抖音视界有限公司   \n",
       " 21   5e8d884e5a1a60079d6674f307u.jpg       广州经传多赢投资咨询有限公司   \n",
       " 22   5bfe91cf74719d35745ae79603a.png           广州高思贸易有限公司   \n",
       " 23   61b07937d0458d53c627567e02u.jpg      广州市靖凯开源软件技术有限公司   \n",
       " 24   61b07937d0458d53c627567e02u.jpg         广州禹穗信息科技有限公司   \n",
       " 25   5bfe9a5174719df0ac99ce5e03a.png                京北方信息   \n",
       " 26   639937af821c6d513110e83301u.png                 探迹科技   \n",
       " 27   61b07937d0458d53c627567e02u.jpg        广州想加互联网科技有限公司   \n",
       " 28   61b07937d0458d53c627567e02u.jpg          广州雅滋乐科技有限公司   \n",
       " 29   61b07937d0458d53c627567e02u.jpg       广州迅捷微风信息科技有限公司   \n",
       " 30   5bfe9e0174719d2aa34b7d6603a.png        广州荷德曼农业科技有限公司   \n",
       " 31   61b07937d0458d53c627567e02u.jpg        元云科技(石家庄)有限公司   \n",
       " 32   61b07937d0458d53c627567e02u.jpg          易宝软件(东莞)分公司   \n",
       " 33  5ef95ce6f3eec46a3239bc6207u.jpeg               广东银雁科技   \n",
       " 34   5bfea41874719d2aa34ca90003a.png                 智光电气   \n",
       " 35   61b07937d0458d53c627567e02u.jpg                 大源按揭   \n",
       " 36   5bfea3bf74719d2aa34c989103a.png        广州市坤龙信息系统有限公司   \n",
       " 37   5eb4b4ba82b0b02ff424601201u.png       广州航新航空科技股份有限公司   \n",
       " 38   5e717c3937483e328d5c0a3e02u.jpg         广州邦聚网络技术有限公司   \n",
       " 39   61b07937d0458d53c627567e02u.jpg         上海言某信息科技有限公司   \n",
       " \n",
       "                                    comp.link comp.compIndustry  \n",
       " 0    https://www.liepin.com/company/7854025/             计算机软件  \n",
       " 1    https://www.liepin.com/company/5964833/               互联网  \n",
       " 2    https://www.liepin.com/company/9643005/               互联网  \n",
       " 3   https://www.liepin.com/company/12217315/               互联网  \n",
       " 4   https://www.liepin.com/company/12707355/              培训服务  \n",
       " 5   https://www.liepin.com/company/12967209/              电子商务  \n",
       " 6   https://www.liepin.com/company/10121353/             机械/设备  \n",
       " 7   https://www.liepin.com/company/12362281/             计算机软件  \n",
       " 8    https://www.liepin.com/company/9600943/              IT服务  \n",
       " 9   https://www.liepin.com/company/12481807/          财务/审计/税务  \n",
       " 10   https://www.liepin.com/company/9541320/               互联网  \n",
       " 11  https://www.liepin.com/company/13003807/               互联网  \n",
       " 12   https://www.liepin.com/company/9095103/               互联网  \n",
       " 13  https://www.liepin.com/company/13260665/           在线社交/媒体  \n",
       " 14  https://www.liepin.com/company/12220405/               互联网  \n",
       " 15   https://www.liepin.com/company/7863078/               互联网  \n",
       " 16   https://www.liepin.com/company/7854025/             计算机软件  \n",
       " 17   https://www.liepin.com/company/9474483/              工程施工  \n",
       " 18   https://www.liepin.com/company/7854025/             计算机软件  \n",
       " 19   https://www.liepin.com/company/8634915/             计算机软件  \n",
       " 20   https://www.liepin.com/company/9802313/             计算机软件  \n",
       " 21   https://www.liepin.com/company/9339391/          基金/证券/期货  \n",
       " 22   https://www.liepin.com/company/8482017/            贸易/进出口  \n",
       " 23   https://www.liepin.com/company/9965861/             批发/零售  \n",
       " 24  https://www.liepin.com/company/12826183/               NaN  \n",
       " 25    https://www.liepin.com/company/885682/               互联网  \n",
       " 26   https://www.liepin.com/company/8836020/               互联网  \n",
       " 27  https://www.liepin.com/company/10224949/              培训服务  \n",
       " 28  https://www.liepin.com/company/13166217/               互联网  \n",
       " 29   https://www.liepin.com/company/9521499/               互联网  \n",
       " 30   https://www.liepin.com/company/9269402/           房地产开发经营  \n",
       " 31  https://www.liepin.com/company/13223803/            专业技术服务  \n",
       " 32  https://www.liepin.com/company/12547989/           其他商务服务业  \n",
       " 33  https://www.liepin.com/company/12278487/             计算机软件  \n",
       " 34   https://www.liepin.com/company/2322721/           电气机械/器材  \n",
       " 35  https://www.liepin.com/company/12680715/            专业技术服务  \n",
       " 36   https://www.liepin.com/company/9510476/              IT服务  \n",
       " 37   https://www.liepin.com/company/1527266/           航空/航天设备  \n",
       " 38   https://www.liepin.com/company/8822593/               互联网  \n",
       " 39  https://www.liepin.com/company/10201119/             计算机软件  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
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       " 14  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 15  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 16  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 17  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
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       " 19  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
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       " 23  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
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       " 26  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 27  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 28  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 29  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 30  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 31  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 32  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 33  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 34  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 35  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 36  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 37  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 38  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 39  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"jobKind\":\"2\",\"imId\":\"91f3c422ac9788248000f44...   \n",
       " 1   {\"jobKind\":\"2\",\"imId\":\"54b1fdaf347b814d2e02023...   \n",
       " 2   {\"jobKind\":\"2\",\"imId\":\"4e3f57abfccd7095befa578...   \n",
       " 3   {\"jobKind\":\"2\",\"imId\":\"5d0168936c0d6ef2bed9c63...   \n",
       " 4   {\"jobKind\":\"2\",\"imId\":\"696b7fc42f7172a599eeb04...   \n",
       " 5   {\"jobKind\":\"2\",\"imId\":\"4c9c98c2af9e1812a3e33bf...   \n",
       " 6   {\"jobKind\":\"2\",\"imId\":\"a3f8d3fcd35211590eae969...   \n",
       " 7   {\"jobKind\":\"2\",\"imId\":\"e53e0e14662b8789e4cd5c0...   \n",
       " 8   {\"jobKind\":\"2\",\"imId\":\"234d9cde9cdd4697bbc616e...   \n",
       " 9   {\"jobKind\":\"2\",\"imId\":\"486bb9c25832677b97cd4b0...   \n",
       " 10  {\"jobKind\":\"2\",\"imId\":\"449b48d0551a16359ccf3dc...   \n",
       " 11  {\"jobKind\":\"2\",\"imId\":\"202a21efe6fed1c1e4cd5c0...   \n",
       " 12  {\"jobKind\":\"2\",\"imId\":\"f3b8d3f695cf6a91c307fe6...   \n",
       " 13  {\"jobKind\":\"2\",\"imId\":\"4c74c0ffa7f2a104d1ab17c...   \n",
       " 14  {\"jobKind\":\"2\",\"imId\":\"66dd6c7a1d625808c9cfe5b...   \n",
       " 15  {\"jobKind\":\"2\",\"imId\":\"69f5b71232ef6b6204612e6...   \n",
       " 16  {\"jobKind\":\"2\",\"imId\":\"e52ac6c31bdd6053c94f4d0...   \n",
       " 17  {\"jobKind\":\"2\",\"imId\":\"30d8af7f202b0959c89ef0a...   \n",
       " 18  {\"jobKind\":\"2\",\"imId\":\"b1dec73b285ba1998fa263e...   \n",
       " 19  {\"jobKind\":\"2\",\"imId\":\"195ffee79bcedfee6133480...   \n",
       " 20  {\"jobKind\":\"2\",\"imId\":\"937a161661c5bdd0dfb6df2...   \n",
       " 21  {\"jobKind\":\"2\",\"imId\":\"0458022dbbeef8036085192...   \n",
       " 22  {\"jobKind\":\"2\",\"imId\":\"0f57b045be217e22de9b422...   \n",
       " 23  {\"jobKind\":\"2\",\"imId\":\"f4320285a8c548f08b0ca38...   \n",
       " 24  {\"jobKind\":\"2\",\"imId\":\"5584d53cc86cfce0d6a9d12...   \n",
       " 25  {\"jobKind\":\"2\",\"imId\":\"0d0b22eb726a34de5347fc5...   \n",
       " 26  {\"jobKind\":\"2\",\"imId\":\"afe308b5ac4892bd46503bb...   \n",
       " 27  {\"jobKind\":\"2\",\"imId\":\"6fc4e36acfe4b189c051c4e...   \n",
       " 28  {\"jobKind\":\"2\",\"imId\":\"eb95b9eb1cc544ff9941166...   \n",
       " 29  {\"jobKind\":\"2\",\"imId\":\"1e816bbba99f66d59f90a7b...   \n",
       " 30  {\"jobKind\":\"2\",\"imId\":\"8fb7105677c9b7ae5cdc560...   \n",
       " 31  {\"jobKind\":\"2\",\"imId\":\"02b92b555eccd2bb0e33f8a...   \n",
       " 32  {\"jobKind\":\"2\",\"imId\":\"e789f4aae9bbdcfc902e451...   \n",
       " 33  {\"jobKind\":\"2\",\"imId\":\"db70417138da1d60361cc4c...   \n",
       " 34  {\"jobKind\":\"2\",\"imId\":\"e0b6783a79c5181fe68ea51...   \n",
       " 35  {\"jobKind\":\"2\",\"imId\":\"65437bd1d337983e9f90a7b...   \n",
       " 36  {\"jobKind\":\"2\",\"imId\":\"474285745b2091f53a8b420...   \n",
       " 37  {\"jobKind\":\"2\",\"imId\":\"00b0583ebb2dbe2415bfaef...   \n",
       " 38  {\"jobKind\":\"2\",\"imId\":\"b6cf6d5d19831a5c10eee5f...   \n",
       " 39  {\"jobKind\":\"2\",\"imId\":\"0e661a5d3982e820351ff05...   \n",
       " \n",
       "                                            job.labels               job.title  \\\n",
       " 0              [css, vue, 小程序, javascript, git, 前端开发]                    前端开发   \n",
       " 1              [jQuery, Web开发, 前端开发, CSS, Javascript]              AEM前端开发工程师   \n",
       " 2          [Vue.js, Angular, Node.js, 前端开发, Three.js]                 前端开发工程师   \n",
       " 3                         [Web开发, 前端开发, Echarts, CSS]              web前端开发工程师   \n",
       " 4      [vue, spring, javascript, java, mysql, oracle]                 前端开发工程师   \n",
       " 5                [界面开发, 前端开发, 模块开发, 功能开发, Web开发, CSS]                 前端开发工程师   \n",
       " 6                     [前端开发, 框架开发, 框架设计, Web开发, 移动开发]               高级前端开发工程师   \n",
       " 7                                         [Vue, 前端开发]              web前端开发工程师   \n",
       " 8   [前端开发, 界面开发, Vue, Web开发, Javascript, CSS, HTML...              web前端开发工程师   \n",
       " 9                       [界面开发, 前端开发, jQuery, Webpack]           前端开发工程师（东华厚盾）   \n",
       " 10  [javascript, css, react, vue, html, webpack, a...              web前端开发工程师   \n",
       " 11  [javascript, css, 前端开发, css3, vue, jquery, htm...          前端开发工程师（Vue方向）   \n",
       " 12                                 [界面开发, 框架设计, 框架开发]  前端开发工程师-研究院 (MJ000119)   \n",
       " 13             [前端开发, Vue, React Native, 移动开发, React]                    前端开发   \n",
       " 14  [AngularJS, Web开发, 前端开发, MVVM, Vue, React, Jav...              web前端开发工程师   \n",
       " 15  [javascript, css, react, vue, jquery, ajax, we...               前端软件开发工程师   \n",
       " 16  [javascript, css, jquery, html, ajax, webpack,...                 前端开发工程师   \n",
       " 17                                            [React]           前端开发工程师-react   \n",
       " 18                                             [前端开发]              web前端开发工程师   \n",
       " 19  [前端开发, 界面开发, Bootstrap, jQuery, 后端开发, Web开发, 模...              web前端开发工程师   \n",
       " 20                     [html5, vue, 前端开发, react, 小程序]           前端开发工程师-联通沃音乐   \n",
       " 21  [框架开发, 框架设计, IT/信息化领域, Vue, Layui, jQuery, Web开发]                 前端开发工程师   \n",
       " 22  [界面开发, Vue, 框架开发, 框架设计, 模块开发, Vue.js, 架构设计, CS...                 前端开发工程师   \n",
       " 23                     [界面开发, 前端开发, 框架开发, 框架设计, 系统开发]       前端开发工程师（统招本科/海珠区）   \n",
       " 24  [css, 前端开发, css3, react, jquery, html, ajax, m...                 前端开发工程师   \n",
       " 25                                        [前端开发, vue]                    前端开发   \n",
       " 26  [javascript, css, html, webpack, gulp, grunt, ...                 前端开发工程师   \n",
       " 27                [界面开发, Vue, 前端开发, 框架开发, 框架设计, 网络开发]              WEB前端开发工程师   \n",
       " 28          [css3, javascript, H5, Vue.js, ElementUI]            高级web前端开发工程师   \n",
       " 29                                    [SystemVerilog]                 前端开发工程师   \n",
       " 30                     [CSS, HTML5, Javascript, 金融领域]                 前端开发实习生   \n",
       " 31                                             [前端开发]                 前端开发工程师   \n",
       " 32                                [游戏开发, HTML5, 功能开发]             Egret游戏前端开发   \n",
       " 33              [前端开发, Vue, jQuery, ElementUI, Web开发]                  前端开发组长   \n",
       " 34     [前端开发, vue, webpack, windows, 小程序, javascript]                 前端开发工程师   \n",
       " 35  [css, 前端开发, react, html, ajax, webpack, gulp, ...         高级前端开发工程师-react   \n",
       " 36  [javascript, css, 前端开发, css3, react, vue, jque...                 前端开发工程师   \n",
       " 37                       [css, 前端开发, html, java, 小程序]       主任前端开发工程师(J16336)   \n",
       " 38                 [javascript, 前端开发, css3, vue, 小程序]              web前端小程序开发   \n",
       " 39                                             [前端开发]                 前端开发工程师   \n",
       " \n",
       "     job.topJob job.refreshTime  job.advViewFlag  \\\n",
       " 0        False  20211022164453            False   \n",
       " 1        False  20220708111505            False   \n",
       " 2        False  20220506112439            False   \n",
       " 3        False  20220616095210            False   \n",
       " 4        False  20220314173002            False   \n",
       " 5        False  20221202162256            False   \n",
       " 6        False  20220118100205            False   \n",
       " 7        False  20220224092217            False   \n",
       " 8        False  20220114102319            False   \n",
       " 9        False  20221207150632            False   \n",
       " 10       False  20200807155719            False   \n",
       " 11       False  20220402143013            False   \n",
       " 12       False  20221012084444            False   \n",
       " 13       False  20220212192346            False   \n",
       " 14       False  20220518232414            False   \n",
       " 15       False  20211201094740            False   \n",
       " 16       False  20200711032617            False   \n",
       " 17       False  20220705113416            False   \n",
       " 18       False  20210916170138            False   \n",
       " 19       False  20220514104432            False   \n",
       " 20       False  20201020172208            False   \n",
       " 21       False  20221128172127            False   \n",
       " 22       False  20221118111834            False   \n",
       " 23       False  20230215112755            False   \n",
       " 24       False  20210914161914            False   \n",
       " 25       False  20211115131143            False   \n",
       " 26       False  20200709165721            False   \n",
       " 27       False  20200211000515            False   \n",
       " 28       False  20191127154137            False   \n",
       " 29       False  20220308173103            False   \n",
       " 30       False  20230306100723            False   \n",
       " 31       False  20200721232213            False   \n",
       " 32       False  20230419121932            False   \n",
       " 33       False  20220319190724            False   \n",
       " 34       False  20210901105929            False   \n",
       " 35       False  20211027143731            False   \n",
       " 36       False  20210823115500            False   \n",
       " 37       False  20210812170828            False   \n",
       " 38       False  20221121100733            False   \n",
       " 39       False  20200528145758            False   \n",
       " \n",
       "                                        job.dataPromId job.jobKind  job.salary  \\\n",
       " 0   d_sfrom=search_prime&d_ckId=null&d_curPage=13&...           2      14-18k   \n",
       " 1   d_sfrom=search_prime&d_ckId=null&d_curPage=13&...           2  14-19k·13薪   \n",
       " 2   d_sfrom=search_prime&d_ckId=null&d_curPage=13&...           2        薪资面议   \n",
       " 3   d_sfrom=search_prime&d_ckId=null&d_curPage=13&...           2      13-20k   \n",
       " 4   d_sfrom=search_prime&d_ckId=null&d_curPage=13&...           2   8-12k·14薪   \n",
       " 5   d_sfrom=search_prime&d_ckId=null&d_curPage=13&...           2        8-9k   \n",
       " 6   d_sfrom=search_prime&d_ckId=null&d_curPage=13&...           2    2-3k·16薪   \n",
       " 7   d_sfrom=search_prime&d_ckId=null&d_curPage=13&...           2       8-15k   \n",
       " 8   d_sfrom=search_prime&d_ckId=null&d_curPage=13&...           2  15-25k·13薪   \n",
       " 9   d_sfrom=search_prime&d_ckId=null&d_curPage=13&...           2      12-15k   \n",
       " 10  d_sfrom=search_prime&d_ckId=null&d_curPage=13&...           2      15-25k   \n",
       " 11  d_sfrom=search_prime&d_ckId=null&d_curPage=13&...           2  10-20k·13薪   \n",
       " 12  d_sfrom=search_prime&d_ckId=null&d_curPage=13&...           2      15-30k   \n",
       " 13  d_sfrom=search_prime&d_ckId=null&d_curPage=13&...           2      40-65k   \n",
       " 14  d_sfrom=search_prime&d_ckId=null&d_curPage=13&...           2      13-17k   \n",
       " 15  d_sfrom=search_prime&d_ckId=null&d_curPage=13&...           2  15-30k·14薪   \n",
       " 16  d_sfrom=search_prime&d_ckId=null&d_curPage=13&...           2       8-12k   \n",
       " 17  d_sfrom=search_prime&d_ckId=null&d_curPage=13&...           2      12-18k   \n",
       " 18  d_sfrom=search_prime&d_ckId=null&d_curPage=13&...           2  20-35k·15薪   \n",
       " 19  d_sfrom=search_prime&d_ckId=null&d_curPage=13&...           2  10-15k·13薪   \n",
       " 20  d_sfrom=search_prime&d_ckId=null&d_curPage=13&...           2  12-18k·13薪   \n",
       " 21  d_sfrom=search_prime&d_ckId=null&d_curPage=13&...           2      10-16k   \n",
       " 22  d_sfrom=search_prime&d_ckId=null&d_curPage=13&...           2      10-15k   \n",
       " 23  d_sfrom=search_prime&d_ckId=null&d_curPage=13&...           2      15-20k   \n",
       " 24  d_sfrom=search_prime&d_ckId=null&d_curPage=13&...           2      10-15k   \n",
       " 25  d_sfrom=search_prime&d_ckId=null&d_curPage=13&...           2   7-12k·14薪   \n",
       " 26  d_sfrom=search_prime&d_ckId=null&d_curPage=13&...           2   8-15k·13薪   \n",
       " 27  d_sfrom=search_prime&d_ckId=null&d_curPage=13&...           2       8-11k   \n",
       " 28  d_sfrom=search_prime&d_ckId=null&d_curPage=13&...           2      15-20k   \n",
       " 29  d_sfrom=search_prime&d_ckId=null&d_curPage=13&...           2  15-25k·14薪   \n",
       " 30  d_sfrom=search_prime&d_ckId=null&d_curPage=13&...           2        1-2k   \n",
       " 31  d_sfrom=search_prime&d_ckId=null&d_curPage=13&...           2  15-20k·13薪   \n",
       " 32  d_sfrom=search_prime&d_ckId=null&d_curPage=13&...           2       9-14k   \n",
       " 33  d_sfrom=search_prime&d_ckId=null&d_curPage=13&...           2      22-27k   \n",
       " 34  d_sfrom=search_prime&d_ckId=null&d_curPage=13&...           2      10-15k   \n",
       " 35  d_sfrom=search_prime&d_ckId=null&d_curPage=13&...           2  15-25k·13薪   \n",
       " 36  d_sfrom=search_prime&d_ckId=null&d_curPage=13&...           2      10-15k   \n",
       " 37  d_sfrom=search_prime&d_ckId=null&d_curPage=13&...           2      15-25k   \n",
       " 38  d_sfrom=search_prime&d_ckId=null&d_curPage=13&...           2  10-15k·14薪   \n",
       " 39  d_sfrom=search_prime&d_ckId=null&d_curPage=13&...           2      12-15k   \n",
       " \n",
       "     ...             recruiter.recruiterId recruiter.chatted  \\\n",
       " 0   ...  5d596fb8d0570d628c00a69ec3f6b933             False   \n",
       " 1   ...  af588f2ecaa2b04e8cc4a50365501690             False   \n",
       " 2   ...  344a3975ca254dd2c24c23ab276b5f35             False   \n",
       " 3   ...  72dcb73dc70f5ba577f5ba02f7af72b1             False   \n",
       " 4   ...  917ce218d9bc95267441a81126c82c9e             False   \n",
       " 5   ...  f214167869bc1d2992b30a7d5a26e8c1             False   \n",
       " 6   ...  3c7809eade2bdcbf731b0e7b4e6639e3             False   \n",
       " 7   ...  252bc4e90e2033dc10e004cf0c8a8f8a             False   \n",
       " 8   ...  26ecbdc6d9e8fa1b55cd8262bf62ef11             False   \n",
       " 9   ...  6eeefa22147e0656718688fbdf7b39c8             False   \n",
       " 10  ...  b6f4d46e54f27a638a7d89bce766c79a             False   \n",
       " 11  ...  1ee79e6467fb9728226cbb76e6c71a87             False   \n",
       " 12  ...  746e06fa0c82e1ab0c079a6a2e1e5721             False   \n",
       " 13  ...  4ca768246a4c998ac6f75e9cb6bdbbbd             False   \n",
       " 14  ...  d4c1c284a6bd6b2851bc9a87901b0f1e             False   \n",
       " 15  ...  e1679bb8bef24bc7698fe5fe740fcb34             False   \n",
       " 16  ...  dc10fe0f4b8b0276be5187cfd5a0a758             False   \n",
       " 17  ...  5bbce50e06a9a297fe025d9ec5618c3d             False   \n",
       " 18  ...  fae7a9e3c78d235816e14ca62c414cc3             False   \n",
       " 19  ...  40f6a329ac612b819c90d170547133b4             False   \n",
       " 20  ...  f75ff5f0c0aa137777817ee6cef74e02             False   \n",
       " 21  ...  36e178f534c4d7e4f8508631aac5564b             False   \n",
       " 22  ...  d45a7d55c46f1f0207aaf982c7c1c407             False   \n",
       " 23  ...  87852fe4424ddc92a458df4d7dd96fa8             False   \n",
       " 24  ...  f209c55d7298a30b463698ff77bd03f7             False   \n",
       " 25  ...  ea5adb83a9a7a6d3d9bdc63ab53f74d4             False   \n",
       " 26  ...  9b556cc49fb325b7e6e34f6539b81bf2             False   \n",
       " 27  ...  f79252cde2b168a5975441ae1a31537f             False   \n",
       " 28  ...  ce40fdeceeed513f1119bd2596daa7e0             False   \n",
       " 29  ...  5b6e331aebb46621391f11c405e06272             False   \n",
       " 30  ...  4c2f3f16d6f207471cdad3e4ea2af6e8             False   \n",
       " 31  ...  1400c8511fa62adf648865496bad0d1b             False   \n",
       " 32  ...  bd858c59cf192f06debff5e9e0e32979             False   \n",
       " 33  ...  13c62ef9d6500d3a9d767298079b8fe5             False   \n",
       " 34  ...  c9335071eb5f495c6f4645e9807dfad9             False   \n",
       " 35  ...  3d7bd1a560187aa59e44ac80858a98ba             False   \n",
       " 36  ...  8ff9059befa92738e94d0010c9ee73c8             False   \n",
       " 37  ...  b283d611000dc6d5ee19f3a814583dfe             False   \n",
       " 38  ...  52c5705a47cfb532ffd5e573e79c97c6             False   \n",
       " 39  ...  00e30eb1647b004ddd07aab1dbe9169f             False   \n",
       " \n",
       "            recruiter.recruiterPhoto comp.compId  \\\n",
       " 0   5f8f986bdfb13a7dee342f2108u.jpg    12975711   \n",
       " 1   63229180e1bdf2618f61c10f02u.png     8598051   \n",
       " 2   5f8f986bdfb13a7dee342f2108u.jpg    12496689   \n",
       " 3   5f8f98648dbe6273dcf8515508u.jpg    13243767   \n",
       " 4   6062e1ff41d68823662c86b202u.png     9427267   \n",
       " 5   5f8f986779c7cc70efbf36c008u.jpg    12854465   \n",
       " 6   5f8f98648dbe6273dcf8515508u.jpg     9541320   \n",
       " 7   5f8f9865ea60860b75384fa508u.jpg     8549259   \n",
       " 8   5f8f9866dfb13a7dee342f1808u.jpg     9564510   \n",
       " 9   5f8f9866dfb13a7dee342f1808u.jpg     7878186   \n",
       " 10  5dd1fda2cd52473b94cff2fc06u.jpg     9287281   \n",
       " 11  5f8f986aea60860b75384fab08u.jpg    10284401   \n",
       " 12  5f8f98698dbe6273dcf8516008u.jpg     8547388   \n",
       " 13  5f8f9865ea60860b75384fa508u.jpg     1421537   \n",
       " 14  61e00585179297063b9b61d907u.png     7865459   \n",
       " 15  5f8f986c79c7cc70efbf36c808u.jpg     2115085   \n",
       " 16  5f8f9868f6d1ab58476f24a008u.jpg    10217119   \n",
       " 17  5f8f9863f6d1ab58476f246a08u.jpg     8031661   \n",
       " 18  5f8f98698dbe6273dcf8516008u.jpg     9954019   \n",
       " 19  5f8f9868f6d1ab58476f24a008u.jpg     9937909   \n",
       " 20  5f8f986779c7cc70efbf36c008u.jpg     1121739   \n",
       " 21  5f8f98648dbe6273dcf8515508u.jpg     9678845   \n",
       " 22  5f8f9866dfb13a7dee342f1808u.jpg    12903969   \n",
       " 23  5ca47b7f509919fa0ea15bcf05u.png     9484740   \n",
       " 24  5f8f9863f6d1ab58476f246a08u.jpg    12361883   \n",
       " 25  618b28bac5468f0d1c11aebd03u.png     9702459   \n",
       " 26  5f8f9868f6d1ab58476f24a008u.jpg     8669281   \n",
       " 27  5f8f9866dfb13a7dee342f1808u.jpg     7927849   \n",
       " 28  5f8f986779c7cc70efbf36c008u.jpg     4559275   \n",
       " 29  5f8f98648dbe6273dcf8515508u.jpg     1640101   \n",
       " 30  5f8f98648dbe6273dcf8515508u.jpg    12447389   \n",
       " 31  5f8f986aea60860b75384fab08u.jpg     8955108   \n",
       " 32  5f8f9865ea60860b75384fa508u.jpg    12208277   \n",
       " 33  5f8f986c79c7cc70efbf36c808u.jpg     1620248   \n",
       " 34  5f8f98698dbe6273dcf8516008u.jpg    12870175   \n",
       " 35  5f8f98648dbe6273dcf8515508u.jpg     7895915   \n",
       " 36  611f7b3f12511875b7a5053201u.png    10202635   \n",
       " 37  54d1e799712eb4f6b84ca1a302c.jpg     7965750   \n",
       " 38  608679f6919e256bc8d752b807u.png    12714989   \n",
       " 39  5f8f9866dfb13a7dee342f1808u.jpg    12253657   \n",
       " \n",
       "                       comp.compLogo     comp.compName comp.compScale  \\\n",
       " 0   61b07937d0458d53c627567e02u.jpg        广州辞图科技有限公司          1-49人   \n",
       " 1   59029b747032a701b89b8b7a04a.jpg    上海华钦信息科技股份有限公司     1000-2000人   \n",
       " 2   5ff508343059cc17bf31785b08u.png     中国电信股份有限公司研究院     1000-2000人   \n",
       " 3   61b07937d0458d53c627567e02u.jpg      深圳温暖四季科技有限公司         50-99人   \n",
       " 4   5bfe982374719df0ac995f3c03a.png      广州华资软件技术有限公司    5000-10000人   \n",
       " 5   61b07937d0458d53c627567e02u.jpg       广州极客云科技有限公司          1-49人   \n",
       " 6   635f3558bc4bee6f5c71877b04u.png              数字广东     2000-5000人   \n",
       " 7   5bfe914174719d35745acb6403a.png     深圳市卓讯信息技术有限公司       100-499人   \n",
       " 8   5bfe90ee74719d35745abb0003a.png     广州快决测信息科技有限公司       100-499人   \n",
       " 9   5bfe964374719df0ac98fd1103a.png              东华软件       10000人以上   \n",
       " 10  5d8237f928021708fa4a559b02u.jpg            虎牙HUYA     1000-2000人   \n",
       " 11  61b07937d0458d53c627567e02u.jpg    有新智能科技(广州)有限公司          1-49人   \n",
       " 12  6242b195ca47ff43908033f907u.png          广电运通金融电子       10000人以上   \n",
       " 13  5bfea33774719d2aa34c7eb903a.png              广发证券    5000-10000人   \n",
       " 14  5bfe90cf74719d35745ab55f03a.png              软通动力       10000人以上   \n",
       " 15  5bfea4ec74719d2aa34cd0ba03a.png      佳都科技集团股份有限公司     2000-5000人   \n",
       " 16  5f0e9044543a971969efd3ca05u.jpg   聚八方(深圳)网络技术有限公司         50-99人   \n",
       " 17  61b07937d0458d53c627567e02u.jpg      广州移乐信息科技有限公司          1-49人   \n",
       " 18  5e38f3e729d83a67544619cd08u.jpg              盈米基金       100-499人   \n",
       " 19  61b07937d0458d53c627567e02u.jpg      广州税航信息科技有限公司          1-49人   \n",
       " 20  5bfea3d474719d2aa34c9c7003a.png              天源迪科     2000-5000人   \n",
       " 21  61b07937d0458d53c627567e02u.jpg       广州英赛特软件有限公司         50-99人   \n",
       " 22  61286f055cebad276cfb335406u.jpg              芥子数据          1-49人   \n",
       " 23  61b07937d0458d53c627567e02u.jpg      上海速强信息技术有限公司                  \n",
       " 24  61b07937d0458d53c627567e02u.jpg      广州淳享信息科技有限公司          1-49人   \n",
       " 25  60ebce5dabcb4d70fe03f6c502u.jpg            花都家具集团       100-499人   \n",
       " 26  5cb973fb9fae687d432cbec502u.png     广州五百丁信息科技有限公司          1-49人   \n",
       " 27  5bfe956674719dc6ed741ce803a.png            中软国际科技       10000人以上   \n",
       " 28  61b07937d0458d53c627567e02u.jpg  北京中恒博瑞数字电力科技有限公司     1000-2000人   \n",
       " 29  5ae1750c8e50ff6eb70569ad05a.jpg    友邦资讯科技(广州)有限公司     2000-5000人   \n",
       " 30  61c1924e642c8c0bf718876205u.png              广金征信         50-99人   \n",
       " 31  5948f6cf70320c7ee1a312fc04a.jpg                希沃     2000-5000人   \n",
       " 32  61b07937d0458d53c627567e02u.jpg        广州忆游科技有限公司          1-49人   \n",
       " 33  5bfea50674719d2aa34cd5f403a.png             大参林集团       10000人以上   \n",
       " 34  612ee6676f14ed69572bc71f05u.jpg            聚变方成科技          1-49人   \n",
       " 35  5faf41b47d84d06ed7b2601004u.png             爱浦京软件       100-499人   \n",
       " 36  6167cde8325d3626ebef78b802u.png              狐轩服饰     2000-5000人   \n",
       " 37  60408da43bfe753525d32d9902u.png            欧派家居集团       10000人以上   \n",
       " 38  61b07937d0458d53c627567e02u.jpg       广州点得快科技有限公司         50-99人   \n",
       " 39  61b07937d0458d53c627567e02u.jpg    滴滴智通(广州)科技有限公司       100-499人   \n",
       " \n",
       "                                    comp.link comp.compIndustry comp.compStage  \n",
       " 0   https://www.liepin.com/company/12975711/             计算机软件            NaN  \n",
       " 1    https://www.liepin.com/company/8598051/             计算机软件            NaN  \n",
       " 2   https://www.liepin.com/company/12496689/          运营商/增值服务            已上市  \n",
       " 3   https://www.liepin.com/company/13243767/             计算机软件            NaN  \n",
       " 4    https://www.liepin.com/company/9427267/             计算机软件           战略投资  \n",
       " 5   https://www.liepin.com/company/12854465/               NaN            NaN  \n",
       " 6    https://www.liepin.com/company/9541320/               互联网            NaN  \n",
       " 7    https://www.liepin.com/company/8549259/             计算机软件            NaN  \n",
       " 8    https://www.liepin.com/company/9564510/              咨询服务             B轮  \n",
       " 9    https://www.liepin.com/company/7878186/             计算机软件         沪深A股上市  \n",
       " 10   https://www.liepin.com/company/9287281/           在线社交/媒体           美股上市  \n",
       " 11  https://www.liepin.com/company/10284401/           电气机械/器材          融资未公开  \n",
       " 12   https://www.liepin.com/company/8547388/             计算机软件         沪深A股上市  \n",
       " 13   https://www.liepin.com/company/1421537/          基金/证券/期货            已上市  \n",
       " 14   https://www.liepin.com/company/7865459/               互联网            NaN  \n",
       " 15   https://www.liepin.com/company/2115085/             计算机软件         沪深A股上市  \n",
       " 16  https://www.liepin.com/company/10217119/             计算机软件            NaN  \n",
       " 17   https://www.liepin.com/company/8031661/             计算机软件          融资未公开  \n",
       " 18   https://www.liepin.com/company/9954019/          基金/证券/期货             B轮  \n",
       " 19   https://www.liepin.com/company/9937909/             计算机软件            NaN  \n",
       " 20   https://www.liepin.com/company/1121739/             计算机软件            已上市  \n",
       " 21   https://www.liepin.com/company/9678845/             计算机软件          融资未公开  \n",
       " 22  https://www.liepin.com/company/12903969/             计算机软件            NaN  \n",
       " 23   https://www.liepin.com/company/9484740/               互联网            NaN  \n",
       " 24  https://www.liepin.com/company/12361883/             计算机软件          融资未公开  \n",
       " 25   https://www.liepin.com/company/9702459/           办公用品/设备          融资未公开  \n",
       " 26   https://www.liepin.com/company/8669281/            人力资源服务            天使轮  \n",
       " 27   https://www.liepin.com/company/7927849/              IT服务            NaN  \n",
       " 28   https://www.liepin.com/company/4559275/             计算机软件          融资未公开  \n",
       " 29   https://www.liepin.com/company/1640101/             计算机软件           港股上市  \n",
       " 30  https://www.liepin.com/company/12447389/            专业技术服务            NaN  \n",
       " 31   https://www.liepin.com/company/8955108/               互联网           战略投资  \n",
       " 32  https://www.liepin.com/company/12208277/            专业技术服务            NaN  \n",
       " 33   https://www.liepin.com/company/1620248/                制药         沪深A股上市  \n",
       " 34  https://www.liepin.com/company/12870175/             计算机软件            天使轮  \n",
       " 35   https://www.liepin.com/company/7895915/             计算机软件          融资未公开  \n",
       " 36  https://www.liepin.com/company/10202635/               新零售            NaN  \n",
       " 37   https://www.liepin.com/company/7965750/             家具/家居            已上市  \n",
       " 38  https://www.liepin.com/company/12714989/           生活服务O2O            NaN  \n",
       " 39  https://www.liepin.com/company/12253657/               互联网            NaN  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22jobId%22%3A%2247113281%22%2C%22as_from%2...   \n",
       " 1   %7B%22jobId%22%3A%2249360315%22%2C%22as_from%2...   \n",
       " 2   %7B%22jobId%22%3A%2228371267%22%2C%22as_from%2...   \n",
       " 3   %7B%22jobId%22%3A%2251492795%22%2C%22as_from%2...   \n",
       " 4   %7B%22jobId%22%3A%2253568491%22%2C%22as_from%2...   \n",
       " 5   %7B%22jobId%22%3A%2255682309%22%2C%22as_from%2...   \n",
       " 6   %7B%22jobId%22%3A%2236828843%22%2C%22as_from%2...   \n",
       " 7   %7B%22jobId%22%3A%2256071393%22%2C%22as_from%2...   \n",
       " 8   %7B%22jobId%22%3A%2237071507%22%2C%22as_from%2...   \n",
       " 9   %7B%22jobId%22%3A%2243461105%22%2C%22as_from%2...   \n",
       " 10  %7B%22jobId%22%3A%2251253225%22%2C%22as_from%2...   \n",
       " 11  %7B%22jobId%22%3A%2249455291%22%2C%22as_from%2...   \n",
       " 12  %7B%22jobId%22%3A%2244109943%22%2C%22as_from%2...   \n",
       " 13  %7B%22jobId%22%3A%2233988231%22%2C%22as_from%2...   \n",
       " 14  %7B%22jobId%22%3A%2238494765%22%2C%22as_from%2...   \n",
       " 15  %7B%22jobId%22%3A%2219568479%22%2C%22as_from%2...   \n",
       " 16  %7B%22jobId%22%3A%2251567365%22%2C%22as_from%2...   \n",
       " 17  %7B%22jobId%22%3A%2239022011%22%2C%22as_from%2...   \n",
       " 18  %7B%22jobId%22%3A%2242722131%22%2C%22as_from%2...   \n",
       " 19  %7B%22jobId%22%3A%2256322803%22%2C%22as_from%2...   \n",
       " 20  %7B%22jobId%22%3A%2239019621%22%2C%22as_from%2...   \n",
       " 21  %7B%22jobId%22%3A%2245138637%22%2C%22as_from%2...   \n",
       " 22  %7B%22jobId%22%3A%2233799227%22%2C%22as_from%2...   \n",
       " 23  %7B%22jobId%22%3A%2238722689%22%2C%22as_from%2...   \n",
       " 24  %7B%22jobId%22%3A%2230964627%22%2C%22as_from%2...   \n",
       " 25  %7B%22jobId%22%3A%2254344215%22%2C%22as_from%2...   \n",
       " 26  %7B%22jobId%22%3A%2223279727%22%2C%22as_from%2...   \n",
       " 27  %7B%22jobId%22%3A%2255776781%22%2C%22as_from%2...   \n",
       " 28  %7B%22jobId%22%3A%2247788021%22%2C%22as_from%2...   \n",
       " 29  %7B%22jobId%22%3A%2244900829%22%2C%22as_from%2...   \n",
       " 30  %7B%22jobId%22%3A%2220142243%22%2C%22as_from%2...   \n",
       " 31  %7B%22jobId%22%3A%2242156871%22%2C%22as_from%2...   \n",
       " 32  %7B%22jobId%22%3A%2250780185%22%2C%22as_from%2...   \n",
       " 33  %7B%22jobId%22%3A%2240513301%22%2C%22as_from%2...   \n",
       " 34  %7B%22jobId%22%3A%2226151723%22%2C%22as_from%2...   \n",
       " 35  %7B%22jobId%22%3A%2251705653%22%2C%22as_from%2...   \n",
       " 36  %7B%22jobId%22%3A%2247393331%22%2C%22as_from%2...   \n",
       " 37  %7B%22jobId%22%3A%2256322133%22%2C%22as_from%2...   \n",
       " 38  %7B%22jobId%22%3A%2242310369%22%2C%22as_from%2...   \n",
       " 39  %7B%22jobId%22%3A%2249694919%22%2C%22as_from%2...   \n",
       " \n",
       "                                            dataParams recruiter.recruiterName  \\\n",
       " 0   {\"jobId\":\"47113281\",\"jobKind\":\"2\",\"userId\":\"bf...                     吴女士   \n",
       " 1   {\"jobId\":\"49360315\",\"jobKind\":\"2\",\"userId\":\"8f...                     余先生   \n",
       " 2   {\"jobId\":\"28371267\",\"jobKind\":\"2\",\"userId\":\"d6...                     陈先生   \n",
       " 3   {\"jobId\":\"51492795\",\"jobKind\":\"2\",\"userId\":\"75...                     方女士   \n",
       " 4   {\"jobId\":\"53568491\",\"jobKind\":\"2\",\"userId\":\"e0...                     周女士   \n",
       " 5   {\"jobId\":\"55682309\",\"jobKind\":\"2\",\"userId\":\"8f...                     王女士   \n",
       " 6   {\"jobId\":\"36828843\",\"jobKind\":\"2\",\"userId\":\"aa...                     冯女士   \n",
       " 7   {\"jobId\":\"56071393\",\"jobKind\":\"2\",\"userId\":\"55...                     麦先生   \n",
       " 8   {\"jobId\":\"37071507\",\"jobKind\":\"2\",\"userId\":\"36...                     张女士   \n",
       " 9   {\"jobId\":\"43461105\",\"jobKind\":\"2\",\"userId\":\"04...                     郑先生   \n",
       " 10  {\"jobId\":\"51253225\",\"jobKind\":\"2\",\"userId\":\"dd...                     伍女士   \n",
       " 11  {\"jobId\":\"49455291\",\"jobKind\":\"2\",\"userId\":\"e8...                     叶先生   \n",
       " 12  {\"jobId\":\"44109943\",\"jobKind\":\"2\",\"userId\":\"19...                     黄女士   \n",
       " 13  {\"jobId\":\"33988231\",\"jobKind\":\"2\",\"userId\":\"c6...                     廖女士   \n",
       " 14  {\"jobId\":\"38494765\",\"jobKind\":\"2\",\"userId\":\"cc...                     方女士   \n",
       " 15  {\"jobId\":\"19568479\",\"jobKind\":\"2\",\"userId\":\"d8...                     欧女士   \n",
       " 16  {\"jobId\":\"51567365\",\"jobKind\":\"2\",\"userId\":\"b1...                     杨先生   \n",
       " 17  {\"jobId\":\"39022011\",\"jobKind\":\"2\",\"userId\":\"f8...                     关女士   \n",
       " 18  {\"jobId\":\"42722131\",\"jobKind\":\"2\",\"userId\":\"c4...                     鄢先生   \n",
       " 19  {\"jobId\":\"56322803\",\"jobKind\":\"2\",\"userId\":\"99...                     何女士   \n",
       " 20  {\"jobId\":\"39019621\",\"jobKind\":\"2\",\"userId\":\"d8...                     蒲先生   \n",
       " 21  {\"jobId\":\"45138637\",\"jobKind\":\"2\",\"userId\":\"1d...                     李女士   \n",
       " 22  {\"jobId\":\"33799227\",\"jobKind\":\"2\",\"userId\":\"3f...                     张先生   \n",
       " 23  {\"jobId\":\"38722689\",\"jobKind\":\"2\",\"userId\":\"f1...                     祝先生   \n",
       " 24  {\"jobId\":\"30964627\",\"jobKind\":\"2\",\"userId\":\"c8...                     张先生   \n",
       " 25  {\"jobId\":\"54344215\",\"jobKind\":\"2\",\"userId\":\"0f...                     陈女士   \n",
       " 26  {\"jobId\":\"23279727\",\"jobKind\":\"2\",\"userId\":\"38...                     吕先生   \n",
       " 27  {\"jobId\":\"55776781\",\"jobKind\":\"2\",\"userId\":\"f1...                     梁先生   \n",
       " 28  {\"jobId\":\"47788021\",\"jobKind\":\"2\",\"userId\":\"e8...                     颜先生   \n",
       " 29  {\"jobId\":\"44900829\",\"jobKind\":\"2\",\"userId\":\"46...                     谭女士   \n",
       " 30  {\"jobId\":\"20142243\",\"jobKind\":\"2\",\"userId\":\"36...                     田先生   \n",
       " 31  {\"jobId\":\"42156871\",\"jobKind\":\"2\",\"userId\":\"95...                     叶女士   \n",
       " 32  {\"jobId\":\"50780185\",\"jobKind\":\"2\",\"userId\":\"3c...                     李女士   \n",
       " 33  {\"jobId\":\"40513301\",\"jobKind\":\"2\",\"userId\":\"66...                     麦先生   \n",
       " 34  {\"jobId\":\"26151723\",\"jobKind\":\"2\",\"userId\":\"50...                     胡先生   \n",
       " 35  {\"jobId\":\"51705653\",\"jobKind\":\"2\",\"userId\":\"20...                     唐女士   \n",
       " 36  {\"jobId\":\"47393331\",\"jobKind\":\"2\",\"userId\":\"52...                     卞先生   \n",
       " 37  {\"jobId\":\"56322133\",\"jobKind\":\"2\",\"userId\":\"99...                     何女士   \n",
       " 38  {\"jobId\":\"42310369\",\"jobKind\":\"2\",\"userId\":\"2b...                     邓女士   \n",
       " 39  {\"jobId\":\"49694919\",\"jobKind\":\"2\",\"userId\":\"46...                     苏女士   \n",
       " \n",
       "    recruiter.recruiterTitle                    recruiter.imId  \\\n",
       " 0                     综合部经理  fa893039b20a2bf0113f2dbe8618484d   \n",
       " 1                      技术经理  66395b2b8961ae88fdb07c5a03f49b8b   \n",
       " 2                       HRD  c47b0816e1a726e32982e990dc084411   \n",
       " 3                      高级招聘  0c8ee0726ceb50f80cf9408a7a9b2900   \n",
       " 4                        招聘  65a09f6c54de89059941166e65ebdb6f   \n",
       " 5                            1471a8991ef367679add05084bd83d36   \n",
       " 6                        HR  a54deb0632761e043eae059a38e31609   \n",
       " 7                   招聘专员/主管  50911e25bf0c50dbd6a9d1214a39013b   \n",
       " 8                            0d6047efc66de5ea4a7a04e7d95591ea   \n",
       " 9                      招聘专家  857ef24d398965263a8b4208b41a2597   \n",
       " 10                   人力资源专员  4dc7bc73b4775d17b57ce8a8aa087de1   \n",
       " 11                综合管理部 负责人  bbf777e82dd32a0d9a60b5cc1b6a8566   \n",
       " 12                     市场策划  58325229ae5edc43f83a7239185bfe7b   \n",
       " 13          HRVP/首席人力资源官CHO  a83ad34cf55423540e33f8ac54fbf39e   \n",
       " 14                   人力行政主管  d58d27e62b852ce0cc809655362a8e54   \n",
       " 15                       HR  6e70e5d8db6cbcaf73ea3114a5fc2d96   \n",
       " 16                     人事经理  12b51b9fd291981be3a362ce23913155   \n",
       " 17                  招聘专员/助理  19d8e6d9a9e29e988d1ff84e0a6c6898   \n",
       " 18                           d69afb0d94759b44e4cd5c055e1e05ce   \n",
       " 19                      HRD  8aed3fbebcb0b1ee8091cff62ebe0c74   \n",
       " 20                       HR  7a05cf6702599bd10e33f8ac54fbf39e   \n",
       " 21                       HR  4d73170638e9d19d062c1b1ee9c7454d   \n",
       " 22                    高级副总裁  a6dd8393ca6aa60c01ab80e4a8b96567   \n",
       " 23          首席执行官CEO/总裁/总经理  c36b006bcddba3a9063dfc1b00f6daab   \n",
       " 24                           09dea0feca93a61a2980490a0cdf2257   \n",
       " 25               招聘负责人及HRBP  5bec06bd3954352fca7d983289049bef   \n",
       " 26                     运营总监  aea6797ffcf9b08cf4067025f1d6ce6f   \n",
       " 27                  web前端开发  5ef76ce6bc3ec33b2ba40a0d7e55431c   \n",
       " 28             人力资源伙伴(HRBP)  ceb9eaf2f71205923cf1dd3deee9298e   \n",
       " 29                     招聘HR  705d6897c48190ece030375514342674   \n",
       " 30                 产品管理中心总监  c797a295044c1676ad8732728d6065d6   \n",
       " 31                       人事  a9fe4ce46bed963f52e4223b98a2bc60   \n",
       " 32                       hr  986829f7b48b367bd9f9b108068c7fc3   \n",
       " 33                      CEO  42651a06bf47cf54aaab3863ce164b20   \n",
       " 34                       经理  94bb7d8ccd779404ad8732728d6065d6   \n",
       " 35                  人力行政综合岗  299688c44992e4312265d02280f6b2ac   \n",
       " 36                           98586b3314a5278918250961d28776f8   \n",
       " 37                      HRD  8aed3fbebcb0b1ee8091cff62ebe0c74   \n",
       " 38                销售行政专员/助理  f178ad58ab20b691f5555d53f3dd73c0   \n",
       " 39                   人事行政主管  521c466e5a593a52416531f89b829049   \n",
       " \n",
       "    recruiter.imUserType  recruiter.chatted         recruiter.recruiterPhoto  \\\n",
       " 0                     2              False  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 1                     2              False  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 2                     2              False  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 3                     2              False  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 4                     2              False  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 5                     2              False  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 6                     2              False  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 7                     2              False  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 8                     2              False  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 9                     2              False  60bdcbfcc091a85937e2b74e07u.png   \n",
       " 10                    2              False  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 11                    2              False  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 12                    2              False  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 13                    2              False  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 14                    2              False  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 15                    2              False  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 16                    2              False  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 17                    2              False  6020fa2755c9263d91d5576602u.png   \n",
       " 18                    2              False  5f8f986aea60860b75384fab08u.jpg   \n",
       " 19                    2              False  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 20                    2              False  5f8f986aea60860b75384fab08u.jpg   \n",
       " 21                    2              False  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 22                    2              False  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 23                    2              False  600d017915a3134f736cbe9305u.png   \n",
       " 24                    2              False  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 25                    2              False  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 26                    2              False  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 27                    2              False  5f8f986aea60860b75384fab08u.jpg   \n",
       " 28                    2              False  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 29                    2              False  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 30                    2              False  5f8f98698dbe6273dcf8516008u.jpg   \n",
       " 31                    2              False  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 32                    2              False  646cb2be07766f7a864d281206u.png   \n",
       " 33                    2              False  60d94da80998001e5ace974706u.png   \n",
       " 34                    2              False  5f8f98698dbe6273dcf8516008u.jpg   \n",
       " 35                    2              False  62da47dc83876966f0d58fcf08u.png   \n",
       " 36                    2              False  5f8f986aea60860b75384fab08u.jpg   \n",
       " 37                    2              False  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 38                    2              False  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 39                    2              False  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " \n",
       "                recruiter.recruiterId comp.compStage  ...  job.salary  job.dq  \\\n",
       " 0   bffbcbd143ca05fb59c071a496d76ff0          融资未公开  ...       6-10k  广州-海珠区   \n",
       " 1   8f8c78fdbfc4908fadf2e8dc66db1bdd            NaN  ...       7-12k  广州-海珠区   \n",
       " 2   d667e9553315688c5862b6b525c0f57b          融资未公开  ...       8-12k  广州-天河区   \n",
       " 3   75690bd50275b8114f495e30eee1ca75             B轮  ...  30-45k·14薪  广州-番禺区   \n",
       " 4   e059e363386a8cdf4eed40fa4b0e649a         沪深A股上市  ...  35-50k·13薪  广州-黄埔区   \n",
       " 5   8f25cff9955f7c9c90f5d39c07faf6a4            NaN  ...  15-40k·14薪  广州-番禺区   \n",
       " 6   aae77547c31e08dc160dee06b2bc17fb            NaN  ...      10-15k      广州   \n",
       " 7   55fa57c0d6c1b3ca5a860e0269c9677b            NaN  ...   8-12k·14薪      广州   \n",
       " 8   3678616148e1352eb5912a67717f1a67             A轮  ...  20-30k·13薪      广州   \n",
       " 9   0486a375a8fd988464ee279ec5b242fe             D轮  ...       9-17k      广州   \n",
       " 10  ddebf31de06512644de7d34db245806f             A轮  ...   9-13k·13薪  广州-海珠区   \n",
       " 11  e87828b3ea8868eef3dc17851e60452c            天使轮  ...      17-28k  广州-天河区   \n",
       " 12  194378a00c0ca8850dfbc26c749a1af6            NaN  ...      12-20k      广州   \n",
       " 13  c66541e1d41b236d40ca09d7fc67ddda            NaN  ...      10-15k      广州   \n",
       " 14  cce348edb4b4c829bde1e4e3d32a8bbb            NaN  ...  12-20k·13薪      广州   \n",
       " 15  d856e51dda7ab38d5c41c7d1b950cba6          融资未公开  ...       8-11k      广州   \n",
       " 16  b11e4de93f6ab18a07b0c8626b3fc264            NaN  ...       5-10k  广州-番禺区   \n",
       " 17  f86c6df36da32119f229fc13e36ed5a0            NaN  ...      11-16k      广州   \n",
       " 18  c4fa1325ac66bcc50679b2bac7839f33            NaN  ...  10-17k·16薪  广州-越秀区   \n",
       " 19  99b29794fc8391da9daf7cc4297885a4             B轮  ...      15-30k  广州-番禺区   \n",
       " 20  d8240e4a9a511f1a68ce8a74f8a2238a          融资未公开  ...       6-12k      广州   \n",
       " 21  1d69e70b3284f8653bb4fccd6d73874d            NaN  ...      10-18k      广州   \n",
       " 22  3f83d08f7d448b151a23f86933b4aca0            NaN  ...      10-15k  广州-番禺区   \n",
       " 23  f16657c7ab23a2fb1941b944d6b37d40            NaN  ...   8-12k·14薪      广州   \n",
       " 24  c85e013174f3f6fd0c2dc85eb916c5a1            NaN  ...      12-20k      广州   \n",
       " 25  0ff4e9f779b3b1c706d61e87338e0c97            已上市  ...      20-28k  广州-黄埔区   \n",
       " 26  38c23f80bb5c4f447b9e1a3ed11e9c95            NaN  ...        薪资面议      广州   \n",
       " 27  f10eb5e76baa44ece81c98f540e5e43f           战略投资  ...  19-30k·13薪  广州-黄埔区   \n",
       " 28  e8138cc670220b58f45e8376e24552b1            NaN  ...      25-35k      广州   \n",
       " 29  46dee4e93cdbeedd98c5949c12309d76             D轮  ...  20-50k·15薪  广州-海珠区   \n",
       " 30  364a11b817c03b3b3cc9d4ada88782bf          融资未公开  ...      10-15k      广州   \n",
       " 31  95612a14ef0cecfce65446087ac817b6          融资未公开  ...       8-10k  广州-番禺区   \n",
       " 32  3cc460869a398643b941551562f7496e             B轮  ...      18-35k  广州-天河区   \n",
       " 33  6612d5956c1256e90b6c8763f62a9a4f            天使轮  ...      15-30k      广州   \n",
       " 34  50760506ba36d95f2295c122c9437964             A轮  ...        薪资面议      广州   \n",
       " 35  20516bac6416dea65d442fdb000268f8            NaN  ...      14-15k  广州-黄埔区   \n",
       " 36  525ec13c33107d1f633851969baf02fb            已上市  ...      20-30k      广州   \n",
       " 37  99b29794fc8391da9daf7cc4297885a4             B轮  ...      15-30k  广州-番禺区   \n",
       " 38  2bc2abbef1629f4b42bbb8ee66255b60            NaN  ...       6-10k  广州-天河区   \n",
       " 39  463e2df52f9ab5b571159a20eb53ed1a            NaN  ...      12-16k  广州-天河区   \n",
       " \n",
       "                job.title job.topJob job.h5OuterLink job.requireEduLevel  \\\n",
       " 0              高级前端开发工程师      False                                  大专   \n",
       " 1                前端开发工程师      False                                统招本科   \n",
       " 2             Web前端开发工程师      False                                  大专   \n",
       " 3                前端开发负责人      False                                  本科   \n",
       " 4              资深前端开发工程师      False                                  本科   \n",
       " 5   资深前端开发工程师 (MJ007501)      False                                  本科   \n",
       " 6                wed前端开发      False                                  本科   \n",
       " 7              高级前端开发工程师      False                                统招本科   \n",
       " 8              高级前端开发工程师      False                                  本科   \n",
       " 9                前端开发工程师      False                                  本科   \n",
       " 10            web前端开发工程师      False                                统招本科   \n",
       " 11            web前端开发工程师      False                                统招本科   \n",
       " 12               前端开发工程师      False                                统招本科   \n",
       " 13           前端开发工程师(高级)      False                                  本科   \n",
       " 14               前端开发工程师      False                                  大专   \n",
       " 15         前端开发工程师rn-福利好      False                                  大专   \n",
       " 16               WEB前端开发      False                                学历不限   \n",
       " 17               前端开发工程师      False                                  本科   \n",
       " 18               前端开发工程师      False                                统招本科   \n",
       " 19               前端开发工程师      False                                统招本科   \n",
       " 20               前端开发工程师      False                                  本科   \n",
       " 21                  前端开发      False                                  大专   \n",
       " 22            WEB前端开发工程师      False                                  本科   \n",
       " 23            WEB前端开发工程师      False                                  本科   \n",
       " 24               前端开发工程师      False                                  本科   \n",
       " 25        WEB前端开发工程师--高级      False                                  本科   \n",
       " 26        通信开放事业部前端开发工程师      False                                  本科   \n",
       " 27            WEB前端开发工程师      False                                学历不限   \n",
       " 28             高级前端开发工程师      False                                统招本科   \n",
       " 29               前端开发工程师      False                                统招本科   \n",
       " 30             高级前端开发工程师      False                                  本科   \n",
       " 31            web前端开发工程师      False                                  大专   \n",
       " 32    前端开发-本部-英文面试-可在家办公      False                                  本科   \n",
       " 33             高级前端开发工程师      False                                  本科   \n",
       " 34                前端开发专家      False                                  本科   \n",
       " 35            二三维前端开发工程师      False                                  本科   \n",
       " 36               前端开发工程师      False                                  硕士   \n",
       " 37             资深前端开发工程师      False                                统招本科   \n",
       " 38            web前端开发工程师      False                                  大专   \n",
       " 39        前端开发工程师   (中级)      False                                  本科   \n",
       " \n",
       "                                        job.dataPromId  \\\n",
       " 0   d_sfrom=search_prime&d_ckId=null&d_curPage=14&...   \n",
       " 1   d_sfrom=search_prime&d_ckId=null&d_curPage=14&...   \n",
       " 2   d_sfrom=search_prime&d_ckId=null&d_curPage=14&...   \n",
       " 3   d_sfrom=search_prime&d_ckId=null&d_curPage=14&...   \n",
       " 4   d_sfrom=search_prime&d_ckId=null&d_curPage=14&...   \n",
       " 5   d_sfrom=search_prime&d_ckId=null&d_curPage=14&...   \n",
       " 6   d_sfrom=search_prime&d_ckId=null&d_curPage=14&...   \n",
       " 7   d_sfrom=search_prime&d_ckId=null&d_curPage=14&...   \n",
       " 8   d_sfrom=search_prime&d_ckId=null&d_curPage=14&...   \n",
       " 9   d_sfrom=search_prime&d_ckId=null&d_curPage=14&...   \n",
       " 10  d_sfrom=search_prime&d_ckId=null&d_curPage=14&...   \n",
       " 11  d_sfrom=search_prime&d_ckId=null&d_curPage=14&...   \n",
       " 12  d_sfrom=search_prime&d_ckId=null&d_curPage=14&...   \n",
       " 13  d_sfrom=search_prime&d_ckId=null&d_curPage=14&...   \n",
       " 14  d_sfrom=search_prime&d_ckId=null&d_curPage=14&...   \n",
       " 15  d_sfrom=search_prime&d_ckId=null&d_curPage=14&...   \n",
       " 16  d_sfrom=search_prime&d_ckId=null&d_curPage=14&...   \n",
       " 17  d_sfrom=search_prime&d_ckId=null&d_curPage=14&...   \n",
       " 18  d_sfrom=search_prime&d_ckId=null&d_curPage=14&...   \n",
       " 19  d_sfrom=search_prime&d_ckId=null&d_curPage=14&...   \n",
       " 20  d_sfrom=search_prime&d_ckId=null&d_curPage=14&...   \n",
       " 21  d_sfrom=search_prime&d_ckId=null&d_curPage=14&...   \n",
       " 22  d_sfrom=search_prime&d_ckId=null&d_curPage=14&...   \n",
       " 23  d_sfrom=search_prime&d_ckId=null&d_curPage=14&...   \n",
       " 24  d_sfrom=search_prime&d_ckId=null&d_curPage=14&...   \n",
       " 25  d_sfrom=search_prime&d_ckId=null&d_curPage=14&...   \n",
       " 26  d_sfrom=search_prime&d_ckId=null&d_curPage=14&...   \n",
       " 27  d_sfrom=search_prime&d_ckId=null&d_curPage=14&...   \n",
       " 28  d_sfrom=search_prime&d_ckId=null&d_curPage=14&...   \n",
       " 29  d_sfrom=search_prime&d_ckId=null&d_curPage=14&...   \n",
       " 30  d_sfrom=search_prime&d_ckId=null&d_curPage=14&...   \n",
       " 31  d_sfrom=search_prime&d_ckId=null&d_curPage=14&...   \n",
       " 32  d_sfrom=search_prime&d_ckId=null&d_curPage=14&...   \n",
       " 33  d_sfrom=search_prime&d_ckId=null&d_curPage=14&...   \n",
       " 34  d_sfrom=search_prime&d_ckId=null&d_curPage=14&...   \n",
       " 35  d_sfrom=search_prime&d_ckId=null&d_curPage=14&...   \n",
       " 36  d_sfrom=search_prime&d_ckId=null&d_curPage=14&...   \n",
       " 37  d_sfrom=search_prime&d_ckId=null&d_curPage=14&...   \n",
       " 38  d_sfrom=search_prime&d_ckId=null&d_curPage=14&...   \n",
       " 39  d_sfrom=search_prime&d_ckId=null&d_curPage=14&...   \n",
       " \n",
       "                                        job.link job.advViewFlag  \\\n",
       " 0   https://www.liepin.com/job/1947113281.shtml           False   \n",
       " 1   https://www.liepin.com/job/1949360315.shtml           False   \n",
       " 2   https://www.liepin.com/job/1928371267.shtml           False   \n",
       " 3   https://www.liepin.com/job/1951492795.shtml           False   \n",
       " 4   https://www.liepin.com/job/1953568491.shtml           False   \n",
       " 5   https://www.liepin.com/job/1955682309.shtml           False   \n",
       " 6   https://www.liepin.com/job/1936828843.shtml           False   \n",
       " 7   https://www.liepin.com/job/1956071393.shtml           False   \n",
       " 8   https://www.liepin.com/job/1937071507.shtml           False   \n",
       " 9   https://www.liepin.com/job/1943461105.shtml           False   \n",
       " 10  https://www.liepin.com/job/1951253225.shtml           False   \n",
       " 11  https://www.liepin.com/job/1949455291.shtml           False   \n",
       " 12  https://www.liepin.com/job/1944109943.shtml           False   \n",
       " 13  https://www.liepin.com/job/1933988231.shtml           False   \n",
       " 14  https://www.liepin.com/job/1938494765.shtml           False   \n",
       " 15  https://www.liepin.com/job/1919568479.shtml           False   \n",
       " 16  https://www.liepin.com/job/1951567365.shtml           False   \n",
       " 17  https://www.liepin.com/job/1939022011.shtml           False   \n",
       " 18  https://www.liepin.com/job/1942722131.shtml           False   \n",
       " 19  https://www.liepin.com/job/1956322803.shtml           False   \n",
       " 20  https://www.liepin.com/job/1939019621.shtml           False   \n",
       " 21  https://www.liepin.com/job/1945138637.shtml           False   \n",
       " 22  https://www.liepin.com/job/1933799227.shtml           False   \n",
       " 23  https://www.liepin.com/job/1938722689.shtml           False   \n",
       " 24  https://www.liepin.com/job/1930964627.shtml           False   \n",
       " 25  https://www.liepin.com/job/1954344215.shtml           False   \n",
       " 26  https://www.liepin.com/job/1923279727.shtml           False   \n",
       " 27  https://www.liepin.com/job/1955776781.shtml           False   \n",
       " 28  https://www.liepin.com/job/1947788021.shtml           False   \n",
       " 29  https://www.liepin.com/job/1944900829.shtml           False   \n",
       " 30  https://www.liepin.com/job/1920142243.shtml           False   \n",
       " 31  https://www.liepin.com/job/1942156871.shtml           False   \n",
       " 32  https://www.liepin.com/job/1950780185.shtml           False   \n",
       " 33  https://www.liepin.com/job/1940513301.shtml           False   \n",
       " 34  https://www.liepin.com/job/1926151723.shtml           False   \n",
       " 35  https://www.liepin.com/job/1951705653.shtml           False   \n",
       " 36  https://www.liepin.com/job/1947393331.shtml           False   \n",
       " 37  https://www.liepin.com/job/1956322133.shtml           False   \n",
       " 38  https://www.liepin.com/job/1942310369.shtml           False   \n",
       " 39  https://www.liepin.com/job/1949694919.shtml           False   \n",
       " \n",
       "    job.requireWorkYears  \n",
       " 0                  1-3年  \n",
       " 1                  1-3年  \n",
       " 2                  1-3年  \n",
       " 3                 5-10年  \n",
       " 4                 5-10年  \n",
       " 5                  3-5年  \n",
       " 6                  3-5年  \n",
       " 7                  3-5年  \n",
       " 8                 5-10年  \n",
       " 9                  1-3年  \n",
       " 10                 3-5年  \n",
       " 11                5-10年  \n",
       " 12                 3-5年  \n",
       " 13                 3-5年  \n",
       " 14                 3-5年  \n",
       " 15                 1-3年  \n",
       " 16                 1-3年  \n",
       " 17                 3-5年  \n",
       " 18                 3-5年  \n",
       " 19                 3-5年  \n",
       " 20                 1-3年  \n",
       " 21                 3-5年  \n",
       " 22                 3-5年  \n",
       " 23                 1-3年  \n",
       " 24                 3-5年  \n",
       " 25                5-10年  \n",
       " 26                 3-5年  \n",
       " 27                 经验不限  \n",
       " 28                5-10年  \n",
       " 29                 1-3年  \n",
       " 30                 3-5年  \n",
       " 31                 1-3年  \n",
       " 32                 3-5年  \n",
       " 33                 3-5年  \n",
       " 34                5-10年  \n",
       " 35                 1-3年  \n",
       " 36                 经验不限  \n",
       " 37                5-10年  \n",
       " 38                 1-3年  \n",
       " 39                 3-5年  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 1   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 2   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 3   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 4   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 5   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 6   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 7   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 8   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 9   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 10  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 11  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 12  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 13  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 14  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 15  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 16  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 17  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 18  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 19  %7B%22jobKind%22%3A%225%22%2C%22jobId%22%3A%22...   \n",
       " 20  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 21  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 22  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 23  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 24  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 25  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 26  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 27  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 28  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 29  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 30  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 31  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 32  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 33  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 34  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 35  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 36  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 37  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 38  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 39  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"jobKind\":\"2\",\"jobId\":\"33464885\",\"imId\":\"96bd...   \n",
       " 1   {\"jobKind\":\"2\",\"jobId\":\"48777859\",\"imId\":\"c547...   \n",
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       " 3   {\"jobKind\":\"2\",\"jobId\":\"16273699\",\"imId\":\"ea2c...   \n",
       " 4   {\"jobKind\":\"2\",\"jobId\":\"43839877\",\"imId\":\"1136...   \n",
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       " 7   {\"jobKind\":\"2\",\"jobId\":\"49535941\",\"imId\":\"62ab...   \n",
       " 8   {\"jobKind\":\"2\",\"jobId\":\"47373847\",\"imId\":\"d929...   \n",
       " 9   {\"jobKind\":\"2\",\"jobId\":\"47833095\",\"imId\":\"7510...   \n",
       " 10  {\"jobKind\":\"2\",\"jobId\":\"33593229\",\"imId\":\"0814...   \n",
       " 11  {\"jobKind\":\"2\",\"jobId\":\"54086501\",\"imId\":\"cc89...   \n",
       " 12  {\"jobKind\":\"2\",\"jobId\":\"21850317\",\"imId\":\"ca27...   \n",
       " 13  {\"jobKind\":\"2\",\"jobId\":\"53273841\",\"imId\":\"0807...   \n",
       " 14  {\"jobKind\":\"2\",\"jobId\":\"34102173\",\"imId\":\"b40e...   \n",
       " 15  {\"jobKind\":\"2\",\"jobId\":\"41970759\",\"imId\":\"5f10...   \n",
       " 16  {\"jobKind\":\"2\",\"jobId\":\"54153337\",\"imId\":\"e6aa...   \n",
       " 17  {\"jobKind\":\"2\",\"jobId\":\"52788229\",\"imId\":\"a7d9...   \n",
       " 18  {\"jobKind\":\"2\",\"jobId\":\"45107253\",\"imId\":\"324f...   \n",
       " 19  {\"jobKind\":\"5\",\"jobId\":\"94767\",\"userId\":\"\",\"re...   \n",
       " 20  {\"jobKind\":\"2\",\"jobId\":\"54438821\",\"imId\":\"fae0...   \n",
       " 21  {\"jobKind\":\"2\",\"jobId\":\"17408109\",\"imId\":\"449b...   \n",
       " 22  {\"jobKind\":\"2\",\"jobId\":\"32797069\",\"imId\":\"779c...   \n",
       " 23  {\"jobKind\":\"2\",\"jobId\":\"30542135\",\"imId\":\"dba2...   \n",
       " 24  {\"jobKind\":\"2\",\"jobId\":\"45644757\",\"imId\":\"901b...   \n",
       " 25  {\"jobKind\":\"2\",\"jobId\":\"30881793\",\"imId\":\"6fa9...   \n",
       " 26  {\"jobKind\":\"2\",\"jobId\":\"32901329\",\"imId\":\"cfb2...   \n",
       " 27  {\"jobKind\":\"2\",\"jobId\":\"30306339\",\"imId\":\"c5c7...   \n",
       " 28  {\"jobKind\":\"2\",\"jobId\":\"45532713\",\"imId\":\"0390...   \n",
       " 29  {\"jobKind\":\"2\",\"jobId\":\"48273493\",\"imId\":\"54b1...   \n",
       " 30  {\"jobKind\":\"2\",\"jobId\":\"22672263\",\"imId\":\"e741...   \n",
       " 31  {\"jobKind\":\"2\",\"jobId\":\"54627949\",\"imId\":\"5d3b...   \n",
       " 32  {\"jobKind\":\"2\",\"jobId\":\"43400451\",\"imId\":\"0f5b...   \n",
       " 33  {\"jobKind\":\"2\",\"jobId\":\"41129201\",\"imId\":\"7ba2...   \n",
       " 34  {\"jobKind\":\"2\",\"jobId\":\"58887973\",\"imId\":\"ee5b...   \n",
       " 35  {\"jobKind\":\"2\",\"jobId\":\"37427455\",\"imId\":\"dcb8...   \n",
       " 36  {\"jobKind\":\"2\",\"jobId\":\"33681415\",\"imId\":\"6501...   \n",
       " 37  {\"jobKind\":\"2\",\"jobId\":\"27664759\",\"imId\":\"5698...   \n",
       " 38  {\"jobKind\":\"2\",\"jobId\":\"29860761\",\"imId\":\"7b8c...   \n",
       " 39  {\"jobKind\":\"2\",\"jobId\":\"26312149\",\"imId\":\"ab76...   \n",
       " \n",
       "                                            job.labels job.jobKind  \\\n",
       " 0                                   [前端开发, css3, vue]           2   \n",
       " 1   [前端开发, 界面开发, 模块开发, 移动开发, 框架开发, 框架设计, React, 系统...           2   \n",
       " 2          [前端开发, 界面开发, 移动开发, 架构设计, 后端开发, CSS, HTML5]           2   \n",
       " 3                [前端开发, 架构开发, 移动开发, 框架开发, 框架设计, 架构设计]           2   \n",
       " 4                   [前端开发, css3, react, webpack, git]           2   \n",
       " 5           [前端开发, Vue, 界面开发, 框架开发, 框架设计, Javascript]           2   \n",
       " 6        [前端开发, 框架开发, 框架设计, ECMAScript 6, ECMAScript]           2   \n",
       " 7       [前端开发, 架构设计, 模块开发, Node.js, 框架开发, 框架设计, MVVM]           2   \n",
       " 8   [前端开发, HTML5, Javascript, Vue, CSS, jQuery, HT...           2   \n",
       " 9   [前端开发, 架构设计, React, 界面开发, Vue, 框架开发, 框架设计, iOS...           2   \n",
       " 10  [前端开发, 界面开发, 架构设计, 移动开发, React, Angular, 架构开发,...           2   \n",
       " 11             [Echarts, Vue, IT/信息化领域, R语言, Webpack]           2   \n",
       " 12         [前端开发, Layui, Bootstrap, MVVM, 模块开发, 架构设计]           2   \n",
       " 13             [Web开发, Vue, ECMAScript, Echarts, CSS]           2   \n",
       " 14             [css, 前端开发, WebSocket, Vue, bootstrap]           2   \n",
       " 15       [javascript, css, 前端开发, react, vue, webpack]           2   \n",
       " 16          [前端开发, Vue, 框架开发, 框架设计, 界面开发, Javascript]           2   \n",
       " 17                                             [前端开发]           2   \n",
       " 18  [前端开发, RequireJS, jQuery, AngularJS, Bootstrap...           2   \n",
       " 19                                                 []           5   \n",
       " 20  [前端开发, Angular, Vue, React, 架构设计, MVVM, 模块开发, ...           2   \n",
       " 21  [NW.js, 前端开发, CSS, HTML5, HTML, C/C++, C语言, An...           2   \n",
       " 22   [css, 前端开发, react, vue, html, webpack, git, npm]           2   \n",
       " 23                                             [前端开发]           2   \n",
       " 24                                       [前端开发, 界面开发]           2   \n",
       " 25                   [前端开发, react, vue, flutter, 小程序]           2   \n",
       " 26  [javascript, css, 前端开发, css3, react, vue, jque...           2   \n",
       " 27                                       [前端开发, css3]           2   \n",
       " 28  [前端开发, Vue, React, Node.js, 网络开发, 框架设计, 框架开发, ...           2   \n",
       " 29  [前端开发, React, Node.js, React Native, jQuery, 网...           2   \n",
       " 30  [移动开发, 前端开发, Vue, 后端开发, Node.js, Web开发, IT/信息化...           2   \n",
       " 31                     [iOS, Android, Windows, Linux]           2   \n",
       " 32                                             [前端开发]           2   \n",
       " 33  [javascript, css, 前端开发, css3, vue, jquery, htm...           2   \n",
       " 34  [Web开发, React, Javascript, HTML, CSS, jQuery, ...           2   \n",
       " 35                                        [前端开发, vue]           2   \n",
       " 36        [react, vue, webpack, angular, gulp, grunt]           2   \n",
       " 37   [javascript, css, 前端开发, css3, vue, jquery, html]           2   \n",
       " 38  [javascript, css, 前端开发, vue, jquery, html, jav...           2   \n",
       " 39                                  [前端开发, HTML, Vue]           2   \n",
       " \n",
       "                          job.title job.jobId job.refreshTime  \\\n",
       " 0                          前端开发工程师  33464885  20201114140653   \n",
       " 1                         h5前端开发专家  48777859  20220409203204   \n",
       " 2                        高级前端开发工程师  47139601  20220422101835   \n",
       " 3                          前端开发工程师  16273699  20190409114947   \n",
       " 4   高级前端开发工程师（商品供应部）-热招 (MJ003806)  43839877  20221114195554   \n",
       " 5                        中级前端开发工程师  54153267  20221121111728   \n",
       " 6                     前端开发工程师-飞书文档  48241683  20220802183839   \n",
       " 7              前端开发工程师-16-18薪-双休-z  49535941  20220513110934   \n",
       " 8                       web前端开发工程师  47373847  20220223105132   \n",
       " 9                      高级前端开发(兼测试)  47833095  20220308141837   \n",
       " 10                       高级前端开发工程师  33593229  20220512144545   \n",
       " 11                       中级前端开发工程师  54086501  20221118104113   \n",
       " 12                         前端开发工程师  21850317  20210220111028   \n",
       " 13                      WEB前端开发工程师  53273841  20221020171516   \n",
       " 14                         前端开发工程师  34102173  20210303153044   \n",
       " 15                      web前端开发工程师  41970759  20210810160413   \n",
       " 16                       中级前端开发工程师  54153337  20221121111810   \n",
       " 17                         前端开发工程师  52788229  20220923150755   \n",
       " 18                      web前端开发工程师  45107253  20211123165816   \n",
       " 19                         前端开发工程师     94767  20221122092103   \n",
       " 20                       高级前端开发工程师  54438821  20221125103903   \n",
       " 21                    web前端开发高级工程师  17408109  20200807155719   \n",
       " 22                         前端开发工程师  32797069  20201021112809   \n",
       " 23                      web前端开发工程师  30542135  20200805111116   \n",
       " 24                         前端开发工程师  45644757  20220316093401   \n",
       " 25                  高级前端开发工程师-电商方向  30881793  20200916105804   \n",
       " 26                      WEB前端开发工程师  32901329  20201118112814   \n",
       " 27                         前端开发工程师  30306339  20201009095157   \n",
       " 28                       主任前端开发工程师  45532713  20211209090651   \n",
       " 29                      web前端开发工程师  48273493  20220801095213   \n",
       " 30                    html5前端开发工程师  22672263  20210127141612   \n",
       " 31                      WEB前端开发工程师  54627949  20221202110715   \n",
       " 32                         前端开发工程师  43400451  20210919005925   \n",
       " 33                    高级web前端开发工程师  41129201  20210716141609   \n",
       " 34            react前端开发工程师（大平台+双休）  58887973  20230526200054   \n",
       " 35                         前端开发工程师  37427455  20210326092720   \n",
       " 36                         前端开发工程师  33681415  20210112103813   \n",
       " 37                      web前端开发工程师  27664759  20200422160807   \n",
       " 38                      web前端开发工程师  29860761  20200812181042   \n",
       " 39                      中高级前端开发工程师  26312149  20210601113059   \n",
       " \n",
       "    job.requireEduLevel  job.topJob job.requireWorkYears  ...  \\\n",
       " 0                   本科       False                 3-5年  ...   \n",
       " 1                   本科       False                 经验不限  ...   \n",
       " 2                   本科       False                 3-5年  ...   \n",
       " 3                   本科       False                 3-5年  ...   \n",
       " 4                 统招本科       False                 经验不限  ...   \n",
       " 5                   本科       False                 1-3年  ...   \n",
       " 6                 统招本科       False                 3-5年  ...   \n",
       " 7                 统招本科       False                5-10年  ...   \n",
       " 8                   本科       False                 1-3年  ...   \n",
       " 9                   本科       False                 3-5年  ...   \n",
       " 10                  本科       False                5-10年  ...   \n",
       " 11                  本科       False                 3-5年  ...   \n",
       " 12                  本科       False                5-10年  ...   \n",
       " 13                  本科       False                 3-5年  ...   \n",
       " 14                  本科       False                 3-5年  ...   \n",
       " 15                  本科       False                 1-3年  ...   \n",
       " 16                  本科       False                 3-5年  ...   \n",
       " 17                统招本科       False                5-10年  ...   \n",
       " 18                  本科       False                 3-5年  ...   \n",
       " 19                  本科       False                 3-5年  ...   \n",
       " 20                统招本科       False                5-10年  ...   \n",
       " 21                统招本科       False                5-10年  ...   \n",
       " 22                  本科       False                 3-5年  ...   \n",
       " 23                统招本科       False                 1-3年  ...   \n",
       " 24                统招本科       False                 经验不限  ...   \n",
       " 25                统招本科       False                5-10年  ...   \n",
       " 26                  本科       False                 3-5年  ...   \n",
       " 27                  大专       False                 1-3年  ...   \n",
       " 28                  本科       False                5-10年  ...   \n",
       " 29                  本科       False                 3-5年  ...   \n",
       " 30                  大专       False                 3-5年  ...   \n",
       " 31                  大专       False                 3-5年  ...   \n",
       " 32                  本科       False                 3-5年  ...   \n",
       " 33                  本科       False                5-10年  ...   \n",
       " 34                  本科       False                 3-5年  ...   \n",
       " 35                  大专       False                 1-3年  ...   \n",
       " 36                  大专       False                 3-5年  ...   \n",
       " 37                统招本科       False                 3-5年  ...   \n",
       " 38                  本科       False                 3-5年  ...   \n",
       " 39                统招本科       False                 3-5年  ...   \n",
       " \n",
       "    recruiter.recruiterTitle             recruiter.recruiterId  \\\n",
       " 0                            f857a84a5fbc60658ea26d4caa562582   \n",
       " 1                      人事总监  1f3df3cece522acac59bb8e9e4ffedbd   \n",
       " 2                 人力资源经理hrm  fa21c29abefaf5a73f0668bb2791a6ea   \n",
       " 3                            c9fce21694baffa2bb94d8692d49a576   \n",
       " 4                    人力资源管理  2eac149cac31397962a477a0fbfaa577   \n",
       " 5                    人力资源主管  f112805afd8d78aba975e72b951494bd   \n",
       " 6                      招聘专员  122ccdf9d9418231189f3a1ba1ceb773   \n",
       " 7                      HRBP  234cab2189b7f47c8f481137e15fd239   \n",
       " 8                    人事行政主管  858163407edeaff650f180881f975ea7   \n",
       " 9                        人事  e444968d79007be484810754ac459f5d   \n",
       " 10                     招聘主管  972cf741a865c79fb85a89bf751e4aa3   \n",
       " 11                     招聘总监  49444df514c06b44af1b984cd5ecffb7   \n",
       " 12                     人力资源  ed6dedd94426760d1b1188ff73cfd3ae   \n",
       " 13                           02587f2e4d173afcdcb31089935f5b38   \n",
       " 14                           0412d1a0d9edada41da043a44ed6f4a6   \n",
       " 15                     人事主管  91cff66caddf499f47bde7735e85b35e   \n",
       " 16                   人力资源主管  f112805afd8d78aba975e72b951494bd   \n",
       " 17                  招聘专员/助理  9a272328cec196a36b974c3eb4761447   \n",
       " 18          首席执行官CEO/总裁/总经理  3a72e9940c45b11e1c0462c8d5531d8c   \n",
       " 19                  RPO项目经理                                     \n",
       " 20                           c9157747074f85464e04d765ee9b89f8   \n",
       " 21                       员工  b6f4d46e54f27a638a7d89bce766c79a   \n",
       " 22                     人力专员  0a41c735b9e853cd8a946fcd507f1f23   \n",
       " 23                     人事经理  f9409e86d59eba419a8a04bc54740c24   \n",
       " 24                     招聘管理  41043faa479262a9760358f55b5a9144   \n",
       " 25                     人事主管  9784d02d99cd7cae996bf17df3e1ef01   \n",
       " 26                      CTO  ff7856765824f03e3db4fc8c1d8b88e9   \n",
       " 27                     行政前台  59a676cc5920922fbe6e82b6919b7173   \n",
       " 28                       HR  dd5c8320cba49e5ff9c3ea96f4bf9380   \n",
       " 29                     招聘经理  af588f2ecaa2b04e8cc4a50365501690   \n",
       " 30                       经理  b6bc38767185815c6f8f7111866f6f05   \n",
       " 31                       HR  9b2fae3712c879daeefd4d9f90b628ae   \n",
       " 32                 Java后端开发  57562e1c92df588391b4e0b6a03f36dc   \n",
       " 33                     行政专员  eff1cbbe3f133b8b218b8b3c62a201d1   \n",
       " 34                     招聘顾问  c26cb0286e584b60bb7de50d1e0e3c8d   \n",
       " 35                      总经理  3e60b177dfbd1c553aef5e19c01d85ee   \n",
       " 36                       学生  49ab6b93f88238974ca8382b400c29db   \n",
       " 37                   行政人事经理  9133bc61e0e214bdd211cd04ab491a49   \n",
       " 38                     商務主管  26424f79f323e4dbb457ed6af47a53a6   \n",
       " 39                   人力资源经理  fcb4bf676c9f9a0c620601b33bbdb4cf   \n",
       " \n",
       "            recruiter.recruiterPhoto comp.compId  \\\n",
       " 0   5f8f9863f6d1ab58476f246a08u.jpg     8244054   \n",
       " 1   5f8f986bdfb13a7dee342f2108u.jpg    13183727   \n",
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       " 3   5cbe8223501544662c3ca1c107u.png     2485521   \n",
       " 4   5f8f98648dbe6273dcf8515508u.jpg     8706847   \n",
       " 5   621c43b7851c422bc76535f501u.jpg    13014327   \n",
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       " 7   5f8f9865ea60860b75384fa508u.jpg     9541320   \n",
       " 8   5f8f986779c7cc70efbf36c008u.jpg    12408291   \n",
       " 9   5f8f9865ea60860b75384fa508u.jpg    13105159   \n",
       " 10  5f8f986779c7cc70efbf36c008u.jpg     9393699   \n",
       " 11  5f8f9863f6d1ab58476f246a08u.jpg     2115085   \n",
       " 12  5f8f9863f6d1ab58476f246a08u.jpg    10130981   \n",
       " 13  5f8f986c79c7cc70efbf36c808u.jpg     8634915   \n",
       " 14  5f8f9865ea60860b75384fa508u.jpg    12470311   \n",
       " 15  61122fe4e3074c7d9e8c6af206u.png    12878973   \n",
       " 16  621c43b7851c422bc76535f501u.jpg    13014327   \n",
       " 17  5f8f98648dbe6273dcf8515508u.jpg     9662816   \n",
       " 18  5f8f9865ea60860b75384fa508u.jpg     9740318   \n",
       " 19  6241be9a3e2dda5429520a7104u.jpg    10047327   \n",
       " 20  60544e8f4c997871cd4242f906u.png     9292058   \n",
       " 21  5dd1fda2cd52473b94cff2fc06u.jpg     9287281   \n",
       " 22  5f5742daf6d1ab58474e78fb01u.png     8751541   \n",
       " 23  5f8f9866dfb13a7dee342f1808u.jpg    12330757   \n",
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       " 25  5f8f986bdfb13a7dee342f2108u.jpg    12194131   \n",
       " 26  5f8f98698dbe6273dcf8516008u.jpg    12443133   \n",
       " 27  5f8f9866dfb13a7dee342f1808u.jpg     8936500   \n",
       " 28  5f8f986779c7cc70efbf36c008u.jpg     7965750   \n",
       " 29  63229180e1bdf2618f61c10f02u.png     8598051   \n",
       " 30  5f8f98698dbe6273dcf8516008u.jpg    10068933   \n",
       " 31  5f8f9863f6d1ab58476f246a08u.jpg    13140145   \n",
       " 32  5f8f9868f6d1ab58476f24a008u.jpg     8908817   \n",
       " 33  5f8f9865ea60860b75384fa508u.jpg    12838741   \n",
       " 34  5f8f9866dfb13a7dee342f1808u.jpg     6976808   \n",
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       " 36  5f8f98648dbe6273dcf8515508u.jpg    12151765   \n",
       " 37  5f8f9865ea60860b75384fa508u.jpg     9332118   \n",
       " 38  5f8f9863f6d1ab58476f246a08u.jpg    12308447   \n",
       " 39  5f8f9865ea60860b75384fa508u.jpg     9596198   \n",
       " \n",
       "                       comp.compLogo       comp.compName  \\\n",
       " 0   5e72de2a37483e328d5dac9407u.jpg          美的集团企业数字平台   \n",
       " 1   61b07937d0458d53c627567e02u.jpg        沈阳霓虹网络科技有限公司   \n",
       " 2   6037252460e5677feb2a5e3807u.png                知汇科技   \n",
       " 3   5bfe908f74719d35745aa94c03a.png               碧桂园集团   \n",
       " 4   5c64c511261c45f22d50d39303u.png               SHEIN   \n",
       " 5   61b07937d0458d53c627567e02u.jpg        广东征安智能科技有限公司   \n",
       " 6   5d887b5528021708fa52b44403u.jpg                字节跳动   \n",
       " 7   635f3558bc4bee6f5c71877b04u.png                数字广东   \n",
       " 8   61b07937d0458d53c627567e02u.jpg      同档(广东)信息科技有限公司   \n",
       " 9   61b07937d0458d53c627567e02u.jpg        广州筑航航空技术有限公司   \n",
       " 10  5cf46371501544662c8b451c07u.png                树根互联   \n",
       " 11  5bfea4ec74719d2aa34cd0ba03a.png        佳都科技集团股份有限公司   \n",
       " 12  5d3e8d67cd394174d08c346805u.png         广州纳海川科技有限公司   \n",
       " 13  63944509821c6d513110d6e403u.png          佰聆数据股份有限公司   \n",
       " 14  5fc05d08d4cc8a253159b8c104u.png               科立讯通信   \n",
       " 15  61b07937d0458d53c627567e02u.jpg          广州指针科技有限公司   \n",
       " 16  61b07937d0458d53c627567e02u.jpg        广东征安智能科技有限公司   \n",
       " 17  61b07937d0458d53c627567e02u.jpg        湖南预计科技服务有限公司   \n",
       " 18  6413d4148177f5537887a8f701u.png                中科开创   \n",
       " 19  5e81c29b8290a17b144dd4c408u.png     广州地铁设计研究院股份有限公司   \n",
       " 20  5bfe9b1c74719df0ac99f54103a.png        金财互联数据服务有限公司   \n",
       " 21  5d8237f928021708fa4a559b02u.jpg              虎牙HUYA   \n",
       " 22  61b07937d0458d53c627567e02u.jpg  深圳市德科信息技术有限公司广州分公司   \n",
       " 23  61b07937d0458d53c627567e02u.jpg       广州坤程互联网科技有限公司   \n",
       " 24  61b07937d0458d53c627567e02u.jpg                中移集成   \n",
       " 25  61b07937d0458d53c627567e02u.jpg        广州绿道环保技术有限公司   \n",
       " 26  61b07937d0458d53c627567e02u.jpg        广州币云跳动科技有限公司   \n",
       " 27  61b07937d0458d53c627567e02u.jpg        广州创自信息科技有限公司   \n",
       " 28  60408da43bfe753525d32d9902u.png              欧派家居集团   \n",
       " 29  59029b747032a701b89b8b7a04a.jpg      上海华钦信息科技股份有限公司   \n",
       " 30  61b07937d0458d53c627567e02u.jpg        广州千智信息科技有限公司   \n",
       " 31  61b07937d0458d53c627567e02u.jpg       广州亿莱顿电子科技有限公司   \n",
       " 32  6196092ccebef22fcca2f36f01u.png                小鹏汽车   \n",
       " 33  61b07937d0458d53c627567e02u.jpg          上海触龙科技有限公司   \n",
       " 34  60bdbb777cc07936e59f707602u.png                德科信息   \n",
       " 35  5b053a2b8e505b1bf473f54004a.jpg        广州哇嘎文化传媒有限公司   \n",
       " 36  624fe4d223958d43f2136af908u.png                佛山美云   \n",
       " 37  61b07937d0458d53c627567e02u.jpg       广州市扬海数码科技有限公司   \n",
       " 38  61b07937d0458d53c627567e02u.jpg          广东医通软件有限公司   \n",
       " 39  60f7c76b9ff7f274bf716a2506u.png                仁东控股   \n",
       " \n",
       "                                    comp.link comp.compScale comp.compIndustry  \\\n",
       " 0    https://www.liepin.com/company/8244054/       10000人以上             家具/家居   \n",
       " 1   https://www.liepin.com/company/13183727/          1-49人               互联网   \n",
       " 2   https://www.liepin.com/company/12558063/       100-499人             互联网医疗   \n",
       " 3    https://www.liepin.com/company/2485521/       10000人以上           房地产开发经营   \n",
       " 4    https://www.liepin.com/company/8706847/    5000-10000人               互联网   \n",
       " 5   https://www.liepin.com/company/13014327/         50-99人             计算机软件   \n",
       " 6    https://www.liepin.com/company/7863078/       10000人以上               互联网   \n",
       " 7    https://www.liepin.com/company/9541320/     2000-5000人               互联网   \n",
       " 8   https://www.liepin.com/company/12408291/                             培训服务   \n",
       " 9   https://www.liepin.com/company/13105159/         50-99人              咨询服务   \n",
       " 10   https://www.liepin.com/company/9393699/     1000-2000人              人工智能   \n",
       " 11   https://www.liepin.com/company/2115085/     2000-5000人             计算机软件   \n",
       " 12  https://www.liepin.com/company/10130981/       100-499人             计算机软件   \n",
       " 13   https://www.liepin.com/company/8634915/       500-999人             计算机软件   \n",
       " 14  https://www.liepin.com/company/12470311/       500-999人              IT服务   \n",
       " 15  https://www.liepin.com/company/12878973/          1-49人             计算机软件   \n",
       " 16  https://www.liepin.com/company/13014327/         50-99人             计算机软件   \n",
       " 17   https://www.liepin.com/company/9662816/          1-49人             计算机软件   \n",
       " 18   https://www.liepin.com/company/9740318/         50-99人       电力/热力/燃气/水务   \n",
       " 19                                       NaN     1000-2000人            专业技术服务   \n",
       " 20   https://www.liepin.com/company/9292058/     1000-2000人               互联网   \n",
       " 21   https://www.liepin.com/company/9287281/     1000-2000人           在线社交/媒体   \n",
       " 22   https://www.liepin.com/company/8751541/     1000-2000人           其他商务服务业   \n",
       " 23  https://www.liepin.com/company/12330757/          1-49人             计算机软件   \n",
       " 24   https://www.liepin.com/company/7990617/     2000-5000人              IT服务   \n",
       " 25  https://www.liepin.com/company/12194131/                             培训服务   \n",
       " 26  https://www.liepin.com/company/12443133/          1-49人               互联网   \n",
       " 27   https://www.liepin.com/company/8936500/          1-49人               互联网   \n",
       " 28   https://www.liepin.com/company/7965750/       10000人以上             家具/家居   \n",
       " 29   https://www.liepin.com/company/8598051/     1000-2000人             计算机软件   \n",
       " 30  https://www.liepin.com/company/10068933/          1-49人             计算机软件   \n",
       " 31  https://www.liepin.com/company/13140145/         50-99人              电子商务   \n",
       " 32   https://www.liepin.com/company/8908817/       10000人以上              整车制造   \n",
       " 33  https://www.liepin.com/company/12838741/          1-49人              IT服务   \n",
       " 34   https://www.liepin.com/company/6976808/    5000-10000人               互联网   \n",
       " 35   https://www.liepin.com/company/9557358/         50-99人           在线社交/媒体   \n",
       " 36  https://www.liepin.com/company/12151765/       500-999人              IT服务   \n",
       " 37   https://www.liepin.com/company/9332118/       100-499人             计算机软件   \n",
       " 38  https://www.liepin.com/company/12308447/         50-99人             批发/零售   \n",
       " 39   https://www.liepin.com/company/9596198/       100-499人              科技金融   \n",
       " \n",
       "     comp.compStage  \n",
       " 0              NaN  \n",
       " 1              NaN  \n",
       " 2              天使轮  \n",
       " 3              NaN  \n",
       " 4              NaN  \n",
       " 5              NaN  \n",
       " 6               其他  \n",
       " 7              NaN  \n",
       " 8            融资未公开  \n",
       " 9              NaN  \n",
       " 10              C轮  \n",
       " 11          沪深A股上市  \n",
       " 12             NaN  \n",
       " 13             NaN  \n",
       " 14           融资未公开  \n",
       " 15             NaN  \n",
       " 16             NaN  \n",
       " 17           融资未公开  \n",
       " 18             NaN  \n",
       " 19          沪深A股上市  \n",
       " 20             已上市  \n",
       " 21            美股上市  \n",
       " 22             NaN  \n",
       " 23             NaN  \n",
       " 24           融资未公开  \n",
       " 25             NaN  \n",
       " 26             NaN  \n",
       " 27           融资未公开  \n",
       " 28             已上市  \n",
       " 29             NaN  \n",
       " 30           融资未公开  \n",
       " 31             NaN  \n",
       " 32            美股上市  \n",
       " 33           融资未公开  \n",
       " 34            战略投资  \n",
       " 35           融资未公开  \n",
       " 36             NaN  \n",
       " 37           融资未公开  \n",
       " 38             NaN  \n",
       " 39          沪深A股上市  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 1   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 2   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 3   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 4   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 5   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 6   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 7   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 8   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 9   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 10  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 11  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 12  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 13  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 14  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 15  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 16  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 17  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 18  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 19  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 20  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 21  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 22  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 23  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 24  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 25  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 26  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 27  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 28  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 29  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 30  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 31  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 32  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 33  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 34  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 35  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 36  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 37  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 38  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 39  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"jobId\":\"52129819\",\"jobKind\":\"2\",\"userId\":\"c7...   \n",
       " 1   {\"jobId\":\"37911329\",\"jobKind\":\"2\",\"userId\":\"d6...   \n",
       " 2   {\"jobId\":\"50523217\",\"jobKind\":\"2\",\"userId\":\"94...   \n",
       " 3   {\"jobId\":\"47600857\",\"jobKind\":\"2\",\"userId\":\"6a...   \n",
       " 4   {\"jobId\":\"47414033\",\"jobKind\":\"2\",\"userId\":\"8c...   \n",
       " 5   {\"jobId\":\"19335221\",\"jobKind\":\"2\",\"userId\":\"3b...   \n",
       " 6   {\"jobId\":\"25118201\",\"jobKind\":\"2\",\"userId\":\"e8...   \n",
       " 7   {\"jobId\":\"58538931\",\"jobKind\":\"2\",\"userId\":\"d2...   \n",
       " 8   {\"jobId\":\"38432903\",\"jobKind\":\"2\",\"userId\":\"7c...   \n",
       " 9   {\"jobId\":\"35272571\",\"jobKind\":\"2\",\"userId\":\"da...   \n",
       " 10  {\"jobId\":\"49270871\",\"jobKind\":\"2\",\"userId\":\"84...   \n",
       " 11  {\"jobId\":\"15154688\",\"jobKind\":\"2\",\"userId\":\"26...   \n",
       " 12  {\"jobId\":\"44350453\",\"jobKind\":\"1\",\"userId\":\"d3...   \n",
       " 13  {\"jobId\":\"78063\",\"jobKind\":\"5\",\"userId\":\"\",\"re...   \n",
       " 14  {\"jobId\":\"48477669\",\"jobKind\":\"2\",\"userId\":\"e6...   \n",
       " 15  {\"jobId\":\"37180019\",\"jobKind\":\"2\",\"userId\":\"8a...   \n",
       " 16  {\"jobId\":\"33534451\",\"jobKind\":\"2\",\"userId\":\"4a...   \n",
       " 17  {\"jobId\":\"17201679\",\"jobKind\":\"2\",\"userId\":\"7b...   \n",
       " 18  {\"jobId\":\"45717859\",\"jobKind\":\"2\",\"userId\":\"cd...   \n",
       " 19  {\"jobId\":\"38265277\",\"jobKind\":\"2\",\"userId\":\"7c...   \n",
       " 20  {\"jobId\":\"37015091\",\"jobKind\":\"2\",\"userId\":\"44...   \n",
       " 21  {\"jobId\":\"46393657\",\"jobKind\":\"2\",\"userId\":\"6a...   \n",
       " 22  {\"jobId\":\"47767001\",\"jobKind\":\"2\",\"userId\":\"2f...   \n",
       " 23  {\"jobId\":\"48743875\",\"jobKind\":\"2\",\"userId\":\"bd...   \n",
       " 24  {\"jobId\":\"46636099\",\"jobKind\":\"2\",\"userId\":\"39...   \n",
       " 25  {\"jobId\":\"50194257\",\"jobKind\":\"2\",\"userId\":\"62...   \n",
       " 26  {\"jobId\":\"45795653\",\"jobKind\":\"2\",\"userId\":\"cd...   \n",
       " 27  {\"jobId\":\"27254337\",\"jobKind\":\"2\",\"userId\":\"bb...   \n",
       " 28  {\"jobId\":\"54706677\",\"jobKind\":\"2\",\"userId\":\"5e...   \n",
       " 29  {\"jobId\":\"44973247\",\"jobKind\":\"2\",\"userId\":\"d7...   \n",
       " 30  {\"jobId\":\"31972925\",\"jobKind\":\"2\",\"userId\":\"27...   \n",
       " 31  {\"jobId\":\"48555103\",\"jobKind\":\"2\",\"userId\":\"09...   \n",
       " 32  {\"jobId\":\"41788837\",\"jobKind\":\"2\",\"userId\":\"8d...   \n",
       " 33  {\"jobId\":\"33464641\",\"jobKind\":\"2\",\"userId\":\"51...   \n",
       " 34  {\"jobId\":\"35399983\",\"jobKind\":\"2\",\"userId\":\"da...   \n",
       " 35  {\"jobId\":\"40201565\",\"jobKind\":\"2\",\"userId\":\"49...   \n",
       " 36  {\"jobId\":\"46538141\",\"jobKind\":\"2\",\"userId\":\"37...   \n",
       " 37  {\"jobId\":\"16243613\",\"jobKind\":\"2\",\"userId\":\"b5...   \n",
       " 38  {\"jobId\":\"28880387\",\"jobKind\":\"2\",\"userId\":\"38...   \n",
       " 39  {\"jobId\":\"44928123\",\"jobKind\":\"2\",\"userId\":\"5f...   \n",
       " \n",
       "                                            job.labels job.jobId job.jobKind  \\\n",
       " 0                 [Vue, 前端开发, HTML5, Javascript, CSS]  52129819           2   \n",
       " 1   [前端开发, javascript, html, typescript, c#, c++, ...  37911329           2   \n",
       " 2   [前端开发, Vue, 移动开发, React, 框架开发, 框架设计, Angular, ...  50523217           2   \n",
       " 3   [Vue, 前端开发, React, 界面开发, ElementUI, 框架设计, 框架开发...  47600857           2   \n",
       " 4     [前端开发, Vue, IT/信息化领域, ECMAScript 6, ECMAScript]  47414033           2   \n",
       " 5   [前端开发, 移动开发, Vue, iView, 框架设计, 框架开发, CSS, HTML...  19335221           2   \n",
       " 6   [前端开发, 框架设计, 框架开发, 移动开发, Web开发, CSS, ECMAScrip...  25118201           2   \n",
       " 7      [前端开发, Vue, CSS, HTML, TypeScript, Javascript]  58538931           2   \n",
       " 8   [javascript, css, 前端开发, react, vue, html, webp...  38432903           2   \n",
       " 9   [javascript, css, react, vue, html, angular, git]  35272571           2   \n",
       " 10       [前端开发, Web开发, React, HTML5, Vue, 架构设计, 架构开发]  49270871           2   \n",
       " 11  [javascript, css, 前端开发, css3, react, vue, jque...  15154688           2   \n",
       " 12  [PBR开发, 功能开发, 模块开发, 架构设计, TypeScript, ST语言, C/...  44350453           1   \n",
       " 13                                                 []     78063           5   \n",
       " 14  [框架设计, 框架开发, 后端开发, 前端开发, 移动开发, Layui, Bootstra...  48477669           2   \n",
       " 15  [javascript, 前端开发, css3, react, vue, jquery, b...  37180019           2   \n",
       " 16      [javascript, 前端开发, react, vue, angular, html]  33534451           2   \n",
       " 17  [后端开发, 前端开发, Web开发, HTML, CSS, HTML5, D语言, .NE...  17201679           2   \n",
       " 18                 [javascript, html, 前端开发, css, 小程序]  45717859           2   \n",
       " 19  [javascript, 前端开发, css3, vue, jquery, git, pyt...  38265277           2   \n",
       " 20  [移动开发, 前端开发, 框架开发, 框架设计, Bootstrap, 界面开发, 架构设计...  37015091           2   \n",
       " 21  [模块开发, 前端开发, 功能开发, Vue, 框架设计, 框架开发, IT/信息化领域, ...  46393657           2   \n",
       " 22                                            [云计算领域]  47767001           2   \n",
       " 23                                      [前端开发, React]  48743875           2   \n",
       " 24                                            [React]  46636099           2   \n",
       " 25  [TypeScript, Javascript, HTML5, CSS, Vue.3, Re...  50194257           2   \n",
       " 26  [Vue, Webpack, 界面开发, ElementUI, Android, iOS, ...  45795653           2   \n",
       " 27                           [前端开发, Node.js, express]  27254337           2   \n",
       " 28  [Node.js, 框架开发, 框架设计, CSS, Javascript, C语言, C/...  54706677           2   \n",
       " 29                                            [web开发]  44973247           2   \n",
       " 30   [javascript, css, 前端开发, css3, vue, jquery, ajax]  31972925           2   \n",
       " 31  [前端开发, 界面开发, 架构设计, 框架开发, 框架设计, Echarts, MVVM, ...  48555103           2   \n",
       " 32                        [javascript, css, vue, 小程序]  41788837           2   \n",
       " 33  [javascript, css, 前端开发, react, vue, jquery, we...  33464641           2   \n",
       " 34  [javascript, css, vue, html, mysql, redis, mon...  35399983           2   \n",
       " 35  [前端开发, ES5, 大数据可视化, Three.js, ECharts, D3, G2,...  40201565           2   \n",
       " 36  [界面开发, Vue, React, 前端开发, 框架开发, 框架设计, HTML5, HTML]  46538141           2   \n",
       " 37                                          [Node.js]  16243613           2   \n",
       " 38                [react, javascript, 前端开发, vue, 小程序]  28880387           2   \n",
       " 39           [框架设计, 框架开发, IT/信息化领域, React, 前端开发, R语言]  44928123           2   \n",
       " \n",
       "    job.refreshTime  job.topJob job.requireEduLevel  job.salary  job.dq  ...  \\\n",
       " 0   20221018145748       False                统招本科  12-20k·13薪  广州-天河区  ...   \n",
       " 1   20210407234501       False                  本科  20-40k·13薪  广州-天河区  ...   \n",
       " 2   20220712172600       False                  大专      12-15k  广州-天河区  ...   \n",
       " 3   20220301173321       False                  硕士      30-40k      广州  ...   \n",
       " 4   20220507144856       False                  本科  15-20k·14薪  广州-天河区  ...   \n",
       " 5   20190610110615       False               中专/中技       6-15k  广州-番禺区  ...   \n",
       " 6   20200728103418       False                  大专        薪资面议      广州  ...   \n",
       " 7   20230531103240       False                  本科       8-12k  广州-天河区  ...   \n",
       " 8   20210526140713       False                  大专      10-18k      广州  ...   \n",
       " 9   20210329090232       False                统招本科      20-35k  广州-天河区  ...   \n",
       " 10  20220427110152       False                  本科  12-17k·13薪  广州-黄埔区  ...   \n",
       " 11  20211129102848       False                  本科  20-30k·13薪      广州  ...   \n",
       " 12  20230321184502       False               本科及以上  20-40k·15薪  广州-天河区  ...   \n",
       " 13  20210914102520       False                  本科          面议      广州  ...   \n",
       " 14  20220906115417       False                  大专   8-10k·13薪  广州-天河区  ...   \n",
       " 15  20210317170207       False                  大专      15-22k  广州-番禺区  ...   \n",
       " 16  20201117145513       False                  本科      10-15k  广州-天河区  ...   \n",
       " 17  20190213112230       False                统招本科      10-15k  广州-黄埔区  ...   \n",
       " 18  20211215204320       False                  大专       5-10k  广州-越秀区  ...   \n",
       " 19  20211216111521       False                统招本科  13-18k·15薪      广州  ...   \n",
       " 20  20210729101858       False                  本科      13-20k      广州  ...   \n",
       " 21  20220113163704       False                  大专      10-15k  广州-天河区  ...   \n",
       " 22  20220306151651       False                统招本科  16-30k·14薪  广州-南沙区  ...   \n",
       " 23  20220408110715       False                  本科  15-20k·14薪  广州-黄埔区  ...   \n",
       " 24  20220125153041       False                  本科      30-45k  广州-番禺区  ...   \n",
       " 25  20220630150423       False                统招本科      15-20k  广州-黄埔区  ...   \n",
       " 26  20211218174636       False                  大专      14-16k      广州  ...   \n",
       " 27  20200407115116       False                统招本科      10-15k  广州-天河区  ...   \n",
       " 28  20221130111240       False                  本科       8-15k  广州-天河区  ...   \n",
       " 29  20211213141538       False                  本科      10-15k  广州-番禺区  ...   \n",
       " 30  20200922161045       False                学历不限       8-15k  广州-白云区  ...   \n",
       " 31  20220331103341       False                  本科  16-25k·13薪      广州  ...   \n",
       " 32  20210805111346       False                  本科      13-15k      广州  ...   \n",
       " 33  20201117095623       False                  本科      11-18k      广州  ...   \n",
       " 34  20210125154138       False                  本科      20-30k  广州-天河区  ...   \n",
       " 35  20210811142537       False                  本科      16-22k      广州  ...   \n",
       " 36  20220301095741       False                  大专      10-20k  广州-番禺区  ...   \n",
       " 37  20220909150853       False                  本科      17-25k  广州-天河区  ...   \n",
       " 38  20200603141406       False                  本科  14-18k·14薪  广州-番禺区  ...   \n",
       " 39  20211117150520       False                  大专      15-23k  广州-番禺区  ...   \n",
       " \n",
       "    recruiter.chatted             recruiter.recruiterId  \\\n",
       " 0              False  c73a8a5791f901206c3574435cf583da   \n",
       " 1              False  d68e5de9e0638776c1516e660e48947b   \n",
       " 2              False  94487033bc2e69db032397d97e09ab2d   \n",
       " 3              False  6a640f1ee733f50362c9c303e393b9df   \n",
       " 4              False  8cadc6151d9303a62c56900a47b91ca5   \n",
       " 5              False  3bbdae8baaf764f9b7e68dfa1bf04b0f   \n",
       " 6              False  e8c70da123d6c7e1efcb8675c412f368   \n",
       " 7              False  d298d7c552e26512c4e29e9405d2e069   \n",
       " 8              False  7cd3048bc663541a1951f2d69d54feb3   \n",
       " 9              False  da727eaa6f2d7e9c3a8fe5893ba9fcd9   \n",
       " 10             False  84a4d357c890c4b7bbd05fb6a65bf47f   \n",
       " 11             False  26ecbdc6d9e8fa1b55cd8262bf62ef11   \n",
       " 12             False  d388958411c01a8bf227377f61971489   \n",
       " 13             False                                     \n",
       " 14             False  e68ef72b8e8b4ff774f09bf5cb05c72d   \n",
       " 15             False  8aedb7199c77569da3e839d65640b25f   \n",
       " 16             False  4afe49692da672589f91a4107c42b407   \n",
       " 17             False  7bc1a1c399fddb311e3d9adbf7268dc8   \n",
       " 18             False  cd64a82a225e35f8157b26f1ffa378a9   \n",
       " 19             False  7ca30d5993d850ed28d8d3b839bc5d90   \n",
       " 20             False  449aa0bceb136aeefab6b8f8ba49fc2e   \n",
       " 21             False  6a60912b07616e3613c0821144810596   \n",
       " 22             False  2f35803df34aec5562b8028422776605   \n",
       " 23             False  bdc0532646de595bb8679002500e3bdb   \n",
       " 24             False  39b928a2cc4326b0df5628a40a954f20   \n",
       " 25             False  6267ef8ed3ca807de4e75951505225ba   \n",
       " 26             False  cdeb663f4085bc9b068ea0ae0cab749f   \n",
       " 27             False  bb209f4538018db7a6cca85fad4aa99a   \n",
       " 28             False  5e6c9ec32cfe83b4250c195a6ec849b9   \n",
       " 29             False  d75eaf24c7354ca7544b37181e3a681e   \n",
       " 30             False  27fc84e925a9261cc55911f87ba3c484   \n",
       " 31             False  095aac8a10d164ec24f5d36acc7e3257   \n",
       " 32             False  8d4d996e4ce6a2e0bf678999c948800b   \n",
       " 33             False  5173f21b0b2967765325eea2b24f268f   \n",
       " 34             False  da727eaa6f2d7e9c3a8fe5893ba9fcd9   \n",
       " 35             False  491bfa52db4ead604370cd113cc06ae5   \n",
       " 36             False  3707f1a742abc16c61fadcd602b551ba   \n",
       " 37             False  b5fd63f5617abba1c6986222e860519b   \n",
       " 38             False  38f510a6b310c68c52a8c3076dbfcf00   \n",
       " 39             False  5ff3bf8c498bea99f57fa24e2f5f60a6   \n",
       " \n",
       "            recruiter.recruiterPhoto comp.compId  comp.compScale  \\\n",
       " 0   5f8f986aea60860b75384fab08u.jpg  12447389.0          50-99人   \n",
       " 1   5f8f986779c7cc70efbf36c008u.jpg   8225307.0      1000-2000人   \n",
       " 2   5f8f98648dbe6273dcf8515508u.jpg  12866763.0           1-49人   \n",
       " 3   5f8f986c79c7cc70efbf36c808u.jpg   1421537.0     5000-10000人   \n",
       " 4   5f8f9866dfb13a7dee342f1808u.jpg  12471659.0        100-499人   \n",
       " 5   5ca47b51509919fa0ea15b9f05u.png   9318035.0          50-99人   \n",
       " 6   5f8f9863f6d1ab58476f246a08u.jpg   6629285.0      2000-5000人   \n",
       " 7   5f8f98648dbe6273dcf8515508u.jpg  12536369.0        100-499人   \n",
       " 8   5f8f9863f6d1ab58476f246a08u.jpg   8572229.0          50-99人   \n",
       " 9   5f8f986c79c7cc70efbf36c808u.jpg  12496689.0      1000-2000人   \n",
       " 10  5f8f9865ea60860b75384fa508u.jpg   8106234.0        500-999人   \n",
       " 11  5f8f9866dfb13a7dee342f1808u.jpg   9564510.0        100-499人   \n",
       " 12  5f8fa3bddfb13a7dee343d7608u.png         NaN        100-499人   \n",
       " 13  62284d7deb597f4086bdf39402u.png   9095103.0      1000-2000人   \n",
       " 14  624173c78c74e57d84e92d5803u.png   8759898.0          50-99人   \n",
       " 15  5f8f986bdfb13a7dee342f2108u.jpg  10284299.0           1-49人   \n",
       " 16  5f8f9863f6d1ab58476f246a08u.jpg   5964833.0        10000人以上   \n",
       " 17  5f8f9863f6d1ab58476f246a08u.jpg   9363837.0           1-49人   \n",
       " 18  5f8f9866dfb13a7dee342f1808u.jpg  13034525.0           1-49人   \n",
       " 19  5f8f986779c7cc70efbf36c008u.jpg   9276168.0        500-999人   \n",
       " 20  5f8f98648dbe6273dcf8515508u.jpg  12191797.0        100-499人   \n",
       " 21  5f8f9866dfb13a7dee342f1808u.jpg  13028911.0          50-99人   \n",
       " 22  5f8f98698dbe6273dcf8516008u.jpg    954482.0        10000人以上   \n",
       " 23  5f8f9866dfb13a7dee342f1808u.jpg  13183207.0          50-99人   \n",
       " 24  609497c6fd080d27c9e62f9e03u.png   1790705.0     5000-10000人   \n",
       " 25  5f8f9863f6d1ab58476f246a08u.jpg  12259667.0          50-99人   \n",
       " 26  60ec48c28395d12ffb2af8f002u.png   7604446.0        10000人以上   \n",
       " 27  5f8f986c79c7cc70efbf36c808u.jpg  10256559.0          50-99人   \n",
       " 28  5f8f9863f6d1ab58476f246a08u.jpg  12467977.0        100-499人   \n",
       " 29  5f8f9866dfb13a7dee342f1808u.jpg   9088042.0          50-99人   \n",
       " 30  5f8f986779c7cc70efbf36c008u.jpg   8871436.0          50-99人   \n",
       " 31  5f8f9863f6d1ab58476f246a08u.jpg   7940783.0        100-499人   \n",
       " 32  5f8f9866dfb13a7dee342f1808u.jpg  12866195.0          50-99人   \n",
       " 33  5f8f986779c7cc70efbf36c008u.jpg   8043559.0      2000-5000人   \n",
       " 34  5f8f986c79c7cc70efbf36c808u.jpg  12496689.0      1000-2000人   \n",
       " 35  5f8f9865ea60860b75384fa508u.jpg   8521096.0      1000-2000人   \n",
       " 36  5f8f9863f6d1ab58476f246a08u.jpg  12903969.0           1-49人   \n",
       " 37  5f8f9865ea60860b75384fa508u.jpg   7927849.0        10000人以上   \n",
       " 38  5f8f98648dbe6273dcf8515508u.jpg   9182458.0        100-499人   \n",
       " 39  6194b12bbfad7e18615c908408u.jpg  12642245.0           1-49人   \n",
       " \n",
       "                       comp.compLogo    comp.compName  \\\n",
       " 0   61c1924e642c8c0bf718876205u.png             广金征信   \n",
       " 1   619c63ddb9519b011e87190704u.png              三维家   \n",
       " 2   61b07937d0458d53c627567e02u.jpg   易构智能科技(广州)有限公司   \n",
       " 3   5bfea33774719d2aa34c7eb903a.png             广发证券   \n",
       " 4   609a1a366b2bac72e96f97d401u.png     南京华飞数据技术有限公司   \n",
       " 5   61b07937d0458d53c627567e02u.jpg    广州市创赢电子产品有限公司   \n",
       " 6   5bfea15d74719d2aa34c24f803a.png        恩梯梯数据(中国)   \n",
       " 7   63fc7d84fc505e0a5fbade2c06u.png   广州市孚瑞汽车零配件有限公司   \n",
       " 8   5cabfed1261c454598072d0d04u.png   深圳恒拓高科信息技术有限公司   \n",
       " 9   5ff508343059cc17bf31785b08u.png    中国电信股份有限公司研究院   \n",
       " 10  61b07937d0458d53c627567e02u.jpg    广州健新自动化科技有限公司   \n",
       " 11  5bfe90ee74719d35745abb0003a.png    广州快决测信息科技有限公司   \n",
       " 12  60e2fe0bf3df194a3c48adb502u.png            某游戏公司   \n",
       " 13  6030a6c1701c060c94ace27002u.png  联通(广东)产业互联网有限公司   \n",
       " 14  61b07937d0458d53c627567e02u.jpg    广州市华势信息科技有限公司   \n",
       " 15  5df9d838d38a3d742311d5d406u.jpg   广州云链部落信息技术有限公司   \n",
       " 16  6268af86c62a82594f50cc8704u.png             网易集团   \n",
       " 17  61b07937d0458d53c627567e02u.jpg     山西坤华信息科技有限公司   \n",
       " 18  61b07937d0458d53c627567e02u.jpg   广州永利天成餐饮管理有限公司   \n",
       " 19  5bfea0c174719d2aa34c067803a.png       威创集团股份有限公司   \n",
       " 20  5e8ecc4f5a1a60079d67c19507u.jpg     广州市蓝海鲨科技有限公司   \n",
       " 21  61b07937d0458d53c627567e02u.jpg     湛江东福信息技术有限公司   \n",
       " 22  54d1e9dd712eb4f6b84d200502c.png               华为   \n",
       " 23  61a16b9d1bd4fb704eb311c407u.jpg    深圳市林祺信息技术有限公司   \n",
       " 24  5c4970d4509919607f6b701f06u.png     Michael Page   \n",
       " 25  5fb77c254e19660289e2bbfa02u.jpg      广州紫为云科技有限公司   \n",
       " 26  5d8c1e41d0e79f08cf11c72e04u.jpg             法本信息   \n",
       " 27  61b07937d0458d53c627567e02u.jpg      杭州千宇宙科技有限公司   \n",
       " 28  61b07937d0458d53c627567e02u.jpg     广州万国汽车技术有限公司   \n",
       " 29  58cba1ff7032d65ebc4d2faa05a.jpg     广州好酷信息科技有限公司   \n",
       " 30  61b07937d0458d53c627567e02u.jpg    深圳运捷迅信息系统有限公司   \n",
       " 31  5bfea07074719d2aa34bf6b103a.png     广东马上信息科技有限公司   \n",
       " 32  610b51160d34d8688bc4a8d004u.jpg      研学汇教育科技有限公司   \n",
       " 33  5bfea21a74719d2aa34c49cd03a.png             骆驼服饰   \n",
       " 34  5ff508343059cc17bf31785b08u.png    中国电信股份有限公司研究院   \n",
       " 35  5bfe9d7774719d2aa34b638903a.png             凡拓数创   \n",
       " 36  61286f055cebad276cfb335406u.jpg             芥子数据   \n",
       " 37  5bfe956674719dc6ed741ce803a.png           中软国际科技   \n",
       " 38  5bfe9b0874719df0ac99f1b803a.png  广东奥园奥买家电子商务有限公司   \n",
       " 39  61b07937d0458d53c627567e02u.jpg      广州居佳互联网有限公司   \n",
       " \n",
       "                                    comp.link comp.compIndustry comp.compStage  \n",
       " 0   https://www.liepin.com/company/12447389/            专业技术服务            NaN  \n",
       " 1    https://www.liepin.com/company/8225307/               互联网             C轮  \n",
       " 2   https://www.liepin.com/company/12866763/              人工智能            NaN  \n",
       " 3    https://www.liepin.com/company/1421537/          基金/证券/期货            已上市  \n",
       " 4   https://www.liepin.com/company/12471659/             计算机软件          融资未公开  \n",
       " 5    https://www.liepin.com/company/9318035/       电子/半导体/集成电路          融资未公开  \n",
       " 6    https://www.liepin.com/company/6629285/              IT服务            NaN  \n",
       " 7   https://www.liepin.com/company/12536369/          汽车零部件及配件          融资未公开  \n",
       " 8    https://www.liepin.com/company/8572229/             计算机软件             A轮  \n",
       " 9   https://www.liepin.com/company/12496689/          运营商/增值服务            已上市  \n",
       " 10   https://www.liepin.com/company/8106234/             计算机软件            已上市  \n",
       " 11   https://www.liepin.com/company/9564510/              咨询服务             B轮  \n",
       " 12                                                          游戏            NaN  \n",
       " 13                                       NaN               互联网            NaN  \n",
       " 14   https://www.liepin.com/company/8759898/             计算机软件           战略投资  \n",
       " 15  https://www.liepin.com/company/10284299/               互联网            NaN  \n",
       " 16   https://www.liepin.com/company/5964833/               互联网            已上市  \n",
       " 17   https://www.liepin.com/company/9363837/             计算机软件          融资未公开  \n",
       " 18  https://www.liepin.com/company/13034525/            专业技术服务            NaN  \n",
       " 19   https://www.liepin.com/company/9276168/               互联网         沪深A股上市  \n",
       " 20  https://www.liepin.com/company/12191797/           在线社交/媒体          融资未公开  \n",
       " 21  https://www.liepin.com/company/13028911/               互联网            NaN  \n",
       " 22    https://www.liepin.com/company/954482/              通信设备            NaN  \n",
       " 23  https://www.liepin.com/company/13183207/              IT服务            NaN  \n",
       " 24   https://www.liepin.com/company/1790705/            人力资源服务            NaN  \n",
       " 25  https://www.liepin.com/company/12259667/              人工智能            NaN  \n",
       " 26   https://www.liepin.com/company/7604446/              IT服务            已上市  \n",
       " 27  https://www.liepin.com/company/10256559/             计算机软件          融资未公开  \n",
       " 28  https://www.liepin.com/company/12467977/          汽车交易/后市场             B轮  \n",
       " 29   https://www.liepin.com/company/9088042/              电子商务          融资未公开  \n",
       " 30   https://www.liepin.com/company/8871436/             计算机软件             A轮  \n",
       " 31   https://www.liepin.com/company/7940783/             计算机软件             A轮  \n",
       " 32  https://www.liepin.com/company/12866195/                旅游            NaN  \n",
       " 33   https://www.liepin.com/company/8043559/          服装/纺织/皮革            NaN  \n",
       " 34  https://www.liepin.com/company/12496689/          运营商/增值服务            已上市  \n",
       " 35   https://www.liepin.com/company/8521096/             计算机软件         沪深A股上市  \n",
       " 36  https://www.liepin.com/company/12903969/             计算机软件            NaN  \n",
       " 37   https://www.liepin.com/company/7927849/              IT服务            NaN  \n",
       " 38   https://www.liepin.com/company/9182458/            贸易/进出口          融资未公开  \n",
       " 39  https://www.liepin.com/company/12642245/             计算机软件          融资未公开  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
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       " 4   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 5   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 6   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 7   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 8   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 9   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 10  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 11  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 12  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 13  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 14  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 15  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 16  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 17  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 18  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 19  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 20  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 21  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 22  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 23  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 24  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 25  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 26  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 27  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 28  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 29  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 30  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 31  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 32  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 33  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 34  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 35  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 36  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 37  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 38  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 39  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"recruiterPhoto\":\"612c83df7f30cf17c5727d1a03u...   \n",
       " 1   {\"recruiterPhoto\":\"54d1e799712eb4f6b84ca1a302c...   \n",
       " 2   {\"recruiterPhoto\":\"5f8f9866dfb13a7dee342f1808u...   \n",
       " 3   {\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u...   \n",
       " 4   {\"recruiterPhoto\":\"5f8f9865ea60860b75384fa508u...   \n",
       " 5   {\"recruiterPhoto\":\"5f8f986aea60860b75384fab08u...   \n",
       " 6   {\"recruiterPhoto\":\"5f8f986aea60860b75384fab08u...   \n",
       " 7   {\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u...   \n",
       " 8   {\"recruiterPhoto\":\"5f8f986aea60860b75384fab08u...   \n",
       " 9   {\"recruiterPhoto\":\"5f8f9865ea60860b75384fa508u...   \n",
       " 10  {\"recruiterPhoto\":\"5f8f9868f6d1ab58476f24a008u...   \n",
       " 11  {\"recruiterPhoto\":\"5f8f9865ea60860b75384fa508u...   \n",
       " 12  {\"recruiterPhoto\":\"5f8f986c79c7cc70efbf36c808u...   \n",
       " 13  {\"recruiterPhoto\":\"5f8f9866dfb13a7dee342f1808u...   \n",
       " 14  {\"recruiterPhoto\":\"5f8f986aea60860b75384fab08u...   \n",
       " 15  {\"recruiterPhoto\":\"5971cb3370327b30a4e06d7106a...   \n",
       " 16  {\"recruiterPhoto\":\"62c673738604e32a3078df5801u...   \n",
       " 17  {\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u...   \n",
       " 18  {\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u...   \n",
       " 19  {\"recruiterPhoto\":\"5f8f9868f6d1ab58476f24a008u...   \n",
       " 20  {\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u...   \n",
       " 21  {\"recruiterPhoto\":\"6098e8f6919e256bc8d7991702u...   \n",
       " 22  {\"recruiterPhoto\":\"5f8f986c79c7cc70efbf36c808u...   \n",
       " 23  {\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u...   \n",
       " 24  {\"recruiterPhoto\":\"5f8f98698dbe6273dcf8516008u...   \n",
       " 25  {\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u...   \n",
       " 26  {\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u...   \n",
       " 27  {\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u...   \n",
       " 28  {\"recruiterPhoto\":\"5f8f9868f6d1ab58476f24a008u...   \n",
       " 29  {\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u...   \n",
       " 30  {\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u...   \n",
       " 31  {\"recruiterPhoto\":\"5f8f9866dfb13a7dee342f1808u...   \n",
       " 32  {\"recruiterPhoto\":\"5f8f986aea60860b75384fab08u...   \n",
       " 33  {\"recruiterPhoto\":\"5f8f986c79c7cc70efbf36c808u...   \n",
       " 34  {\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u...   \n",
       " 35  {\"recruiterPhoto\":\"5f8f98698dbe6273dcf8516008u...   \n",
       " 36  {\"recruiterPhoto\":\"5f8f986aea60860b75384fab08u...   \n",
       " 37  {\"recruiterPhoto\":\"5f8f986c79c7cc70efbf36c808u...   \n",
       " 38  {\"recruiterPhoto\":\"5f8f9868f6d1ab58476f24a008u...   \n",
       " 39  {\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u...   \n",
       " \n",
       "                                            job.labels  \\\n",
       " 0                 [javascript, css3, vue, typescript]   \n",
       " 1               [javascript, 前端开发, css, jquery, java]   \n",
       " 2           [前端开发, 移动开发, 框架开发, 框架设计, MVVM, CSS, HTML]   \n",
       " 3   [css, 前端开发, react, vue, html, angular, web端, PC端]   \n",
       " 4                                             [react]   \n",
       " 5   [React, 前端开发, HTML5, 架构设计, React Native, IT/信息...   \n",
       " 6   [界面开发, 框架开发, 框架设计, Vue, IT/信息化领域, 移动开发, VR开发, ...   \n",
       " 7   [javascript, 前端开发, css3, react, vue, java, and...   \n",
       " 8   [javascript, 前端开发, css3, react, webpack, gulp,...   \n",
       " 9   [javascript, css, 前端开发, css3, jquery, html, aj...   \n",
       " 10  [javascript, css, 前端开发, css3, xml, 小程序, vue, h...   \n",
       " 11                            [前端开发, git, typescript]   \n",
       " 12                                        [css, 前端开发]   \n",
       " 13  [javascript, css, 前端开发, react, html, webpack, ...   \n",
       " 14           [javascript, css, 前端开发, css3, vue, html]   \n",
       " 15  [界面开发, 系统开发, 后端开发, Node.js, 模块开发, 框架开发, 框架设计, ...   \n",
       " 16  [Web开发, Vue, 前端开发, 界面开发, Sass, Javascript, uni...   \n",
       " 17  [javascript, 前端开发, react, jquery, webpack, ios...   \n",
       " 18                            [react, vue, angularjs]   \n",
       " 19                                 [css, 前端开发, react]   \n",
       " 20  [css, 前端开发, css3, react, vue, html, webpack, a...   \n",
       " 21        [前端开发, css3, react, vue, git, koa, express]   \n",
       " 22  [Vue, uni-app, Flutter, Three.js, React, Boots...   \n",
       " 23                                        [模块开发, D语言]   \n",
       " 24                                              [Vue]   \n",
       " 25  [javascript, css, 前端开发, css3, vue, html, webpa...   \n",
       " 26        [css3, vue, jquery, webpack, git, npm, svn]   \n",
       " 27                         [ReactNative, React, 前端开发]   \n",
       " 28  [javascript, css, 前端开发, react, html, angular, ...   \n",
       " 29  [界面开发, 框架设计, 框架开发, Vue, 前端开发, Node.js, Web开发, ...   \n",
       " 30                                            [react]   \n",
       " 31  [React, 框架设计, 框架开发, CSS, HTML, Javascript, HTM...   \n",
       " 32  [Angular, jQuery, Vue, 前端开发, XML, CSS, Javascr...   \n",
       " 33  [React, 前端开发, C/C++, C语言, ECMAScript 6, ECMASc...   \n",
       " 34      [界面开发, Node.js, 前端开发, 框架开发, 框架设计, D语言, Linux]   \n",
       " 35  [javascript, css, vue, jquery, html, ajax, web...   \n",
       " 36  [javascript, css, react, vue, webpack, xml, li...   \n",
       " 37  [css, 前端开发, react, vue, jquery, html, webpack,...   \n",
       " 38  [React, 前端开发, Node.js, CI, C语言, Objective-C, C...   \n",
       " 39                                [css, vue, webpack]   \n",
       " \n",
       "                                        job.dataPromId job.requireWorkYears  \\\n",
       " 0   d_sfrom=search_prime&d_ckId=null&d_curPage=17&...                 3-5年   \n",
       " 1   d_sfrom=search_prime&d_ckId=null&d_curPage=17&...                5-10年   \n",
       " 2   d_sfrom=search_prime&d_ckId=null&d_curPage=17&...                 3-5年   \n",
       " 3   d_sfrom=search_prime&d_ckId=null&d_curPage=17&...                 3-5年   \n",
       " 4   d_sfrom=search_prime&d_ckId=null&d_curPage=17&...                 1-3年   \n",
       " 5   d_sfrom=search_prime&d_ckId=null&d_curPage=17&...                5-10年   \n",
       " 6   d_sfrom=search_prime&d_ckId=null&d_curPage=17&...                5-10年   \n",
       " 7   d_sfrom=search_prime&d_ckId=null&d_curPage=17&...                5-10年   \n",
       " 8   d_sfrom=search_prime&d_ckId=null&d_curPage=17&...                 3-5年   \n",
       " 9   d_sfrom=search_prime&d_ckId=null&d_curPage=17&...                 经验不限   \n",
       " 10  d_sfrom=search_prime&d_ckId=null&d_curPage=17&...                 1-3年   \n",
       " 11  d_sfrom=search_prime&d_ckId=null&d_curPage=17&...                 3-5年   \n",
       " 12  d_sfrom=search_prime&d_ckId=null&d_curPage=17&...                 3-5年   \n",
       " 13  d_sfrom=search_prime&d_ckId=null&d_curPage=17&...                 3-5年   \n",
       " 14  d_sfrom=search_prime&d_ckId=null&d_curPage=17&...                 3-5年   \n",
       " 15  d_sfrom=search_prime&d_ckId=null&d_curPage=17&...                 1-3年   \n",
       " 16  d_sfrom=search_prime&d_ckId=null&d_curPage=17&...                 1-3年   \n",
       " 17  d_sfrom=search_prime&d_ckId=null&d_curPage=17&...                 3-5年   \n",
       " 18  d_sfrom=search_prime&d_ckId=null&d_curPage=17&...                 3-5年   \n",
       " 19  d_sfrom=search_prime&d_ckId=null&d_curPage=17&...                 1-3年   \n",
       " 20  d_sfrom=search_prime&d_ckId=null&d_curPage=17&...                 3-5年   \n",
       " 21  d_sfrom=search_prime&d_ckId=null&d_curPage=17&...                 3-5年   \n",
       " 22  d_sfrom=search_prime&d_ckId=null&d_curPage=17&...                 经验不限   \n",
       " 23  d_sfrom=search_prime&d_ckId=null&d_curPage=17&...                 1-3年   \n",
       " 24  d_sfrom=search_prime&d_ckId=null&d_curPage=17&...                5-10年   \n",
       " 25  d_sfrom=search_prime&d_ckId=null&d_curPage=17&...                 3-5年   \n",
       " 26  d_sfrom=search_prime&d_ckId=null&d_curPage=17&...                 3-5年   \n",
       " 27  d_sfrom=search_prime&d_ckId=null&d_curPage=17&...                 3-5年   \n",
       " 28  d_sfrom=search_prime&d_ckId=null&d_curPage=17&...                 经验不限   \n",
       " 29  d_sfrom=search_prime&d_ckId=null&d_curPage=17&...                 3-5年   \n",
       " 30  d_sfrom=search_prime&d_ckId=null&d_curPage=17&...                 3-5年   \n",
       " 31  d_sfrom=search_prime&d_ckId=null&d_curPage=17&...                 3-5年   \n",
       " 32  d_sfrom=search_prime&d_ckId=null&d_curPage=17&...                5-10年   \n",
       " 33  d_sfrom=search_prime&d_ckId=null&d_curPage=17&...                 1-3年   \n",
       " 34  d_sfrom=search_prime&d_ckId=null&d_curPage=17&...                 3-5年   \n",
       " 35  d_sfrom=search_prime&d_ckId=null&d_curPage=17&...                 3-5年   \n",
       " 36  d_sfrom=search_prime&d_ckId=null&d_curPage=17&...                 3-5年   \n",
       " 37  d_sfrom=search_prime&d_ckId=null&d_curPage=17&...                 3-5年   \n",
       " 38  d_sfrom=search_prime&d_ckId=null&d_curPage=17&...                 3-5年   \n",
       " 39  d_sfrom=search_prime&d_ckId=null&d_curPage=17&...                 3-5年   \n",
       " \n",
       "             job.title job.refreshTime job.jobKind job.jobId  job.topJob  ...  \\\n",
       " 0             前端开发工程师  20210831104621           2  42739695       False  ...   \n",
       " 1   主任前端开发工程师(J12118)  20210120104354           2  26231455       False  ...   \n",
       " 2            WEB前端工程师  20230531094851           2  51748235       False  ...   \n",
       " 3         前端开发工程师（正职）  20201119165251           2  33619639       False  ...   \n",
       " 4              移动前端开发  20210827135733           2  42648477       False  ...   \n",
       " 5        高级web前端开发工程师  20220511114512           2  49554481       False  ...   \n",
       " 6           高级前端开发工程师  20220207134030           2  46746321       False  ...   \n",
       " 7              前端开发组长  20210416155740           2  38252591       False  ...   \n",
       " 8          中高级前端开发工程师  20211013154406           2  35161275       False  ...   \n",
       " 9                前端开发  20210831111510           2  42742801       False  ...   \n",
       " 10            前端开发工程师  20210409173958           2  37995343       False  ...   \n",
       " 11          高级前端开发工程师  20210915190315           2  32020523       False  ...   \n",
       " 12             前端开发经理  20210315154122           2  37005293       False  ...   \n",
       " 13            中高级前端开发  20210617165942           2  40212413       False  ...   \n",
       " 14            前端开发工程师  20210825093333           2  42538555       False  ...   \n",
       " 15          资深前端开发工程师  20221130151207           2  54735719       False  ...   \n",
       " 16         web前端开发工程师  20220707143641           2  50951587       False  ...   \n",
       " 17         web前端开发工程师  20200311170151           2  26466967       False  ...   \n",
       " 18            前端开发工程师  20201019144841           2  32731827       False  ...   \n",
       " 19         WEB前端开发工程师  20210107111933           2  34549177       False  ...   \n",
       " 20            前端开发工程师  20201127113356           2  33829923       False  ...   \n",
       " 21            前端开发工程师  20210430165114           2  38786417       False  ...   \n",
       " 22         WEB前端开发工程师  20220510123728           2  49519835       False  ...   \n",
       " 23             H5前端开发  20220418201222           2  49009789       False  ...   \n",
       " 24          高级前端开发工程师  20211222160106           2  45890165       False  ...   \n",
       " 25            前端开发工程师  20211015120425           2  43984789       False  ...   \n",
       " 26            前端开发工程师  20210706141750           2  40763735       False  ...   \n",
       " 27            前端开发工程师  20220302160431           2  47541773       False  ...   \n",
       " 28            前端开发工程师  20201216235831           2  34380271       False  ...   \n",
       " 29         web前端开发工程师  20220111090553           2  46286241       False  ...   \n",
       " 30            前端开发工程师  20200420173541           2  27596123       False  ...   \n",
       " 31            前端开发工程师  20200723101930           2  30180779       False  ...   \n",
       " 32  前端开发工程师（软研PC/移动端）  20220429093530           2  34036445       False  ...   \n",
       " 33            前端开发工程师  20190411120220           2  18396299       False  ...   \n",
       " 34         web前端开发工程师  20220727111603           2  47791801       False  ...   \n",
       " 35         web前端开发工程师  20200722141551           2  29428115       False  ...   \n",
       " 36         web前端开发工程师  20210518105642           2  39239705       False  ...   \n",
       " 37            前端开发工程师  20200925110456           2  32128779       False  ...   \n",
       " 38     前端开发工程师(JFCBL)  20220509153021           2  49492625       False  ...   \n",
       " 39            前端开发工程师  20211124135703           2  43053061       False  ...   \n",
       " \n",
       "                recruiter.recruiterId recruiter.recruiterName  \\\n",
       " 0   e057d6f1ecc4c74b1405e6568e59aac0                     张先生   \n",
       " 1   b283d611000dc6d5ee19f3a814583dfe                     高女士   \n",
       " 2   9ffe357c5c26c6c90afaa231146a4c23                     何女士   \n",
       " 3   4afe49692da672589f91a4107c42b407                     周女士   \n",
       " 4   a9a53e9365103d41c6db50658e8ff336                     王女士   \n",
       " 5   40550687ded1bea71c012c47f1dbadd5                     张先生   \n",
       " 6   27a99cf5a56e8facbccfea954d02dcbc                     朱先生   \n",
       " 7   99fddce042fcb24f79ad72d189b84e2e                     刘女士   \n",
       " 8   cbf24def4ade7d8ce3f63e24d49dc730                     李先生   \n",
       " 9   fabe51f5e4a4441f330e6c82c7fca1e9                     潘女士   \n",
       " 10  9b4ce483a7eff13e2185460c77854986                     洪先生   \n",
       " 11  4f6b08bee73c49b4f792a77dd13693d0                     陈女士   \n",
       " 12  b6333de3cf031e761fb15e344bf73c61                     颜先生   \n",
       " 13  bbb049a03c9760aa76b45c995f4c61bb                     谢女士   \n",
       " 14  b4bf4fde0af8e868a597f83ce6c9c8a2                     高先生   \n",
       " 15  85320e0048ba252c38fccca2f7683daf                     关女士   \n",
       " 16  412f1a89c48e5a448880f9947ad7666e                     危先生   \n",
       " 17  d464ed25395d311860348bfc7114fe3b                     陈女士   \n",
       " 18  09a591ee2ac9e886359bc60570bbcd75                     罗女士   \n",
       " 19  14748e6697044716e199f6af1d183298                     白先生   \n",
       " 20  cc17f05e393de18c2537f99adbc1341a                     曾女士   \n",
       " 21  cd1dca556dbaa384dae42af274bf8cca                     梁女士   \n",
       " 22  be46ee67147a07305e37ca5a2d43eb98                     郑先生   \n",
       " 23  6ec7d1df9cedc96e5d84f2afd3b3c66a                     苏女士   \n",
       " 24  06caf423022c2aa8078294b25b18595c                     张先生   \n",
       " 25  ff75ab15de4ee5e4964142cbce7b3760                     余女士   \n",
       " 26  de821c167f2fbe7da400b9e3f348db04                     金女士   \n",
       " 27  226d1f6fa5a1f27776fa0fdb5f5e844e                     姚女士   \n",
       " 28  2c6627ad3d8ea72567909c7c9f933720                     李先生   \n",
       " 29  c8b592076be6be870d5572bdf0f60c6a                     余女士   \n",
       " 30  bef87a15a5a6a9364ae293a2076c36c2                     刘女士   \n",
       " 31  7986fb0ce3e1bdba345892358a4706c9                     林女士   \n",
       " 32  ec9218078fe56078643873581a669533                     李先生   \n",
       " 33  7be37dffc14a5c9aac707fd4065958d7                     李先生   \n",
       " 34  31a68d291b56535ea16b470c83e21805                     罗女士   \n",
       " 35  15c307ed169c9e3b440b17773a95a541                     艾先生   \n",
       " 36  94a3bccbb1593376c851e6157da910d8                     盛先生   \n",
       " 37  7f6565dd1bf27c91b332ab17856db3e3                     尤先生   \n",
       " 38  ba81d1c06e1246810007e6d170ec9510                     关先生   \n",
       " 39  7c85d1f98749758d3c2334b032902059                     李女士   \n",
       " \n",
       "     recruiter.recruiterTitle comp.compScale comp.compId  \\\n",
       " 0                   副总裁/副总经理          1-49人    12912239   \n",
       " 1                     高级招聘经理       10000人以上     7965750   \n",
       " 2                     hrbp经理       100-499人     9429345   \n",
       " 3                         HR       10000人以上     5964833   \n",
       " 4                       招聘总监          1-49人    12899215   \n",
       " 5                       部门经理    5000-10000人     7854025   \n",
       " 6                                2000-5000人     8086509   \n",
       " 7                                  10000人以上     8625850   \n",
       " 8                   集团信息部负责人          1-49人     9379650   \n",
       " 9                       行政助理          1-49人    12912355   \n",
       " 10                      研发经理          1-49人    10270019   \n",
       " 11                        HR         50-99人    12233069   \n",
       " 12                       CEO          1-49人    12629223   \n",
       " 13                    人力资源专员       100-499人     2471659   \n",
       " 14                       总经理          1-49人    12903125   \n",
       " 15                      行政文员          1-49人    10122953   \n",
       " 16           首席执行官CEO/总裁/总经理          1-49人    13263141   \n",
       " 17                      人事主管          1-49人     8550041   \n",
       " 18                        前端     2000-5000人     9724077   \n",
       " 19                    人力资源总监          1-49人    12510715   \n",
       " 20                        HR       10000人以上     5964833   \n",
       " 21                    人力资源经理          1-49人    12723207   \n",
       " 22                      行政总监          1-49人    13138839   \n",
       " 23                      BP主管       500-999人     9726261   \n",
       " 24                               2000-5000人      693385   \n",
       " 25                  人力资源招聘专员       10000人以上     7859092   \n",
       " 26                      人事专责          1-49人     9734775   \n",
       " 27                      行政前台       100-499人     8675733   \n",
       " 28                 资深前端开发工程师       10000人以上     8908817   \n",
       " 29                      招聘主管     1000-2000人     9755425   \n",
       " 30                                 100-499人     8379198   \n",
       " 31                      人事专员       500-999人     9726261   \n",
       " 32                 人力资源经理/主管     1000-2000人     9095103   \n",
       " 33                  高级广告营销专员       10000人以上     9813897   \n",
       " 34                    高级HRBP       100-499人    13147069   \n",
       " 35                      人事助理       100-499人    10124339   \n",
       " 36                      项目经理       10000人以上     8459342   \n",
       " 37                     系统部部长       100-499人    12335977   \n",
       " 38                        HR       100-499人    10094945   \n",
       " 39                      java                    9161381   \n",
       " \n",
       "                       comp.compLogo       comp.compName  \\\n",
       " 0   61b07937d0458d53c627567e02u.jpg          广州竞链科技有限公司   \n",
       " 1   60408da43bfe753525d32d9902u.png              欧派家居集团   \n",
       " 2   5a7423018e5056aadc9194bf06a.jpg                  倍智   \n",
       " 3   6268af86c62a82594f50cc8704u.png                网易集团   \n",
       " 4   61b07937d0458d53c627567e02u.jpg         辽宁伯乐帮科技有限公司   \n",
       " 5   5bfe95c674719df0ac98e51303a.png                视源股份   \n",
       " 6   5bfe91b674719d35745ae24c03a.png                凯普生物   \n",
       " 7   62a046cc5e2004670dde19a207u.png      北京宇信科技集团股份有限公司   \n",
       " 8   61b07937d0458d53c627567e02u.jpg        广州速鸿信息科技有限公司   \n",
       " 9   61b07937d0458d53c627567e02u.jpg       广州市铭亿信息科技有限公司   \n",
       " 10  5f8ff8fadfb13a7dee34a8ac04u.jpg                星联科技   \n",
       " 11  5eb4427ff2540204573ebe2107u.jpg        广州妙思互动科技有限公司   \n",
       " 12  61b07937d0458d53c627567e02u.jpg        广州衣智互联科技有限公司   \n",
       " 13  5bfe8f0274719d35745a5b3803a.png        广东东田教育集团有限公司   \n",
       " 14  61b07937d0458d53c627567e02u.jpg        广州睿路智能科技有限公司   \n",
       " 15  5bfe914d74719d35745acdba03a.png      广州宸量信息科技股份有限公司   \n",
       " 16  62c676939a8f01350a39a48d04u.jpg                次元扩列   \n",
       " 17  637c6bd79fa1740f7c0d3c6008u.png        广东扫房网络科技有限公司   \n",
       " 18  5ed4ca79ec4db462f82c957408u.jpg                浩鲸智能   \n",
       " 19  61b07937d0458d53c627567e02u.jpg        广州菜根信息科技有限公司   \n",
       " 20  6268af86c62a82594f50cc8704u.png                网易集团   \n",
       " 21  61b07937d0458d53c627567e02u.jpg     深圳市联之有物智能科技有限公司   \n",
       " 22  61b07937d0458d53c627567e02u.jpg        广州汉埠信息科技有限公司   \n",
       " 23  5c8b3e32509919fa0e872fc508u.png   上海赤月信息技术有限公司广州分公司   \n",
       " 24  5bfe954674719dc6ed7416af03a.png                 广联达   \n",
       " 25  5bfe9c7c74719df0ac9a385603a.png                 蓝月亮   \n",
       " 26  61b07937d0458d53c627567e02u.jpg          广东能信科技有限公司   \n",
       " 27  5bfe928674719d9f609a703603a.png                讯鸿网络   \n",
       " 28  6196092ccebef22fcca2f36f01u.png                小鹏汽车   \n",
       " 29  5c234571570cb120f193b37f05u.png          西陇科学股份有限公司   \n",
       " 30  5982b3fd70329a5af730594504a.jpg                 车行易   \n",
       " 31  5c8b3e32509919fa0e872fc508u.png   上海赤月信息技术有限公司广州分公司   \n",
       " 32  6030a6c1701c060c94ace27002u.png     联通(广东)产业互联网有限公司   \n",
       " 33  61b07937d0458d53c627567e02u.jpg        深圳今日头条科技有限公司   \n",
       " 34  61b07937d0458d53c627567e02u.jpg        广州开泰信息技术有限公司   \n",
       " 35  5d401def81fb1a0d6f61261604u.png                蓝鹰立德   \n",
       " 36  61b07937d0458d53c627567e02u.jpg  浪潮世科(山东)信息技术股份有限公司   \n",
       " 37  61b07937d0458d53c627567e02u.jpg          深圳华夫科技有限公司   \n",
       " 38  5e7990035a1a60079d54399606u.jpg                如祺出行   \n",
       " 39  61b07937d0458d53c627567e02u.jpg       新知地(北京)科技有限公司   \n",
       " \n",
       "                                    comp.link  comp.compIndustry comp.compStage  \n",
       " 0   https://www.liepin.com/company/12912239/             专业技术服务            NaN  \n",
       " 1    https://www.liepin.com/company/7965750/              家具/家居            已上市  \n",
       " 2    https://www.liepin.com/company/9429345/             专业技术服务          新三板上市  \n",
       " 3    https://www.liepin.com/company/5964833/                互联网            已上市  \n",
       " 4   https://www.liepin.com/company/12899215/              计算机软件            NaN  \n",
       " 5    https://www.liepin.com/company/7854025/              计算机软件         沪深A股上市  \n",
       " 6    https://www.liepin.com/company/8086509/                 制药         沪深A股上市  \n",
       " 7    https://www.liepin.com/company/8625850/               IT服务          创业板上市  \n",
       " 8    https://www.liepin.com/company/9379650/              计算机软件          融资未公开  \n",
       " 9   https://www.liepin.com/company/12912355/              计算机软件          融资未公开  \n",
       " 10  https://www.liepin.com/company/10270019/                物联网             A轮  \n",
       " 11  https://www.liepin.com/company/12233069/                互联网             A轮  \n",
       " 12  https://www.liepin.com/company/12629223/                NaN            NaN  \n",
       " 13   https://www.liepin.com/company/2471659/               培训服务            NaN  \n",
       " 14  https://www.liepin.com/company/12903125/               IT服务            NaN  \n",
       " 15  https://www.liepin.com/company/10122953/              计算机软件          融资未公开  \n",
       " 16  https://www.liepin.com/company/13263141/                互联网            NaN  \n",
       " 17   https://www.liepin.com/company/8550041/                互联网          融资未公开  \n",
       " 18   https://www.liepin.com/company/9724077/                互联网          融资未公开  \n",
       " 19  https://www.liepin.com/company/12510715/              计算机软件          融资未公开  \n",
       " 20   https://www.liepin.com/company/5964833/                互联网            已上市  \n",
       " 21  https://www.liepin.com/company/12723207/               人工智能            NaN  \n",
       " 22  https://www.liepin.com/company/13138839/                互联网            NaN  \n",
       " 23   https://www.liepin.com/company/9726261/                 游戏          融资未公开  \n",
       " 24    https://www.liepin.com/company/693385/                互联网            已上市  \n",
       " 25   https://www.liepin.com/company/7859092/                 日化            已上市  \n",
       " 26   https://www.liepin.com/company/9734775/              计算机软件            NaN  \n",
       " 27   https://www.liepin.com/company/8675733/                互联网             C轮  \n",
       " 28   https://www.liepin.com/company/8908817/               整车制造           美股上市  \n",
       " 29   https://www.liepin.com/company/9755425/                 化工         沪深A股上市  \n",
       " 30   https://www.liepin.com/company/8379198/                互联网             B轮  \n",
       " 31   https://www.liepin.com/company/9726261/                 游戏          融资未公开  \n",
       " 32   https://www.liepin.com/company/9095103/                互联网            NaN  \n",
       " 33   https://www.liepin.com/company/9813897/            在线社交/媒体             D轮  \n",
       " 34  https://www.liepin.com/company/13147069/               IT服务            NaN  \n",
       " 35  https://www.liepin.com/company/10124339/              计算机软件            天使轮  \n",
       " 36   https://www.liepin.com/company/8459342/              计算机软件            NaN  \n",
       " 37  https://www.liepin.com/company/12335977/              计算机软件            NaN  \n",
       " 38  https://www.liepin.com/company/10094945/                互联网            NaN  \n",
       " 39   https://www.liepin.com/company/9161381/               培训服务          融资未公开  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 1   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 2   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 3   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 4   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 5   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 6   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 7   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 8   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 9   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 10  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 11  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 12  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 13  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 14  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 15  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 16  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 17  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 18  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 19  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 20  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 21  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 22  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 23  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 24  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 25  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 26  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 27  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 28  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 29  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 30  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 31  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 32  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 33  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 34  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 35  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 36  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 37  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 38  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 39  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"jobKind\":\"2\",\"jobId\":\"43162481\",\"imId\":\"336b...   \n",
       " 1   {\"jobKind\":\"2\",\"jobId\":\"40457315\",\"imId\":\"5803...   \n",
       " 2   {\"jobKind\":\"2\",\"jobId\":\"33623449\",\"imId\":\"f0ea...   \n",
       " 3   {\"jobKind\":\"2\",\"jobId\":\"42896521\",\"imId\":\"dcbb...   \n",
       " 4   {\"jobKind\":\"2\",\"jobId\":\"47910375\",\"imId\":\"1cbe...   \n",
       " 5   {\"jobKind\":\"2\",\"jobId\":\"35667993\",\"imId\":\"09cf...   \n",
       " 6   {\"jobKind\":\"2\",\"jobId\":\"30180777\",\"imId\":\"f725...   \n",
       " 7   {\"jobKind\":\"2\",\"jobId\":\"20510993\",\"imId\":\"77fe...   \n",
       " 8   {\"jobKind\":\"2\",\"jobId\":\"58973173\",\"imId\":\"2fbd...   \n",
       " 9   {\"jobKind\":\"2\",\"jobId\":\"53798123\",\"imId\":\"abd4...   \n",
       " 10  {\"jobKind\":\"1\",\"jobId\":\"45712341\",\"imId\":\"eb8e...   \n",
       " 11  {\"jobKind\":\"2\",\"jobId\":\"45899527\",\"imId\":\"2335...   \n",
       " 12  {\"jobKind\":\"2\",\"jobId\":\"43911225\",\"imId\":\"31f1...   \n",
       " 13  {\"jobKind\":\"2\",\"jobId\":\"24810113\",\"imId\":\"0800...   \n",
       " 14  {\"jobKind\":\"2\",\"jobId\":\"37450197\",\"imId\":\"539a...   \n",
       " 15  {\"jobKind\":\"2\",\"jobId\":\"46346293\",\"imId\":\"8bfa...   \n",
       " 16  {\"jobKind\":\"2\",\"jobId\":\"37696733\",\"imId\":\"24db...   \n",
       " 17  {\"jobKind\":\"2\",\"jobId\":\"35939613\",\"imId\":\"7139...   \n",
       " 18  {\"jobKind\":\"2\",\"jobId\":\"18375357\",\"imId\":\"cc0e...   \n",
       " 19  {\"jobKind\":\"2\",\"jobId\":\"19113529\",\"imId\":\"c36f...   \n",
       " 20  {\"jobKind\":\"2\",\"jobId\":\"38184425\",\"imId\":\"13b5...   \n",
       " 21  {\"jobKind\":\"2\",\"jobId\":\"23320745\",\"imId\":\"a3b6...   \n",
       " 22  {\"jobKind\":\"2\",\"jobId\":\"49718129\",\"imId\":\"2324...   \n",
       " 23  {\"jobKind\":\"2\",\"jobId\":\"48012505\",\"imId\":\"2319...   \n",
       " 24  {\"jobKind\":\"2\",\"jobId\":\"41482851\",\"imId\":\"2905...   \n",
       " 25  {\"jobKind\":\"2\",\"jobId\":\"49308735\",\"imId\":\"9490...   \n",
       " 26  {\"jobKind\":\"2\",\"jobId\":\"54086979\",\"imId\":\"cc89...   \n",
       " 27  {\"jobKind\":\"2\",\"jobId\":\"38353963\",\"imId\":\"7c46...   \n",
       " 28  {\"jobKind\":\"2\",\"jobId\":\"49324939\",\"imId\":\"75b8...   \n",
       " 29  {\"jobKind\":\"2\",\"jobId\":\"54160459\",\"imId\":\"46b5...   \n",
       " 30  {\"jobKind\":\"1\",\"jobId\":\"46571733\",\"imId\":\"a9bd...   \n",
       " 31  {\"jobKind\":\"1\",\"jobId\":\"46521651\",\"imId\":\"c6c0...   \n",
       " 32  {\"jobKind\":\"2\",\"jobId\":\"39953799\",\"imId\":\"386e...   \n",
       " 33  {\"jobKind\":\"2\",\"jobId\":\"40525639\",\"imId\":\"f7c9...   \n",
       " 34  {\"jobKind\":\"2\",\"jobId\":\"36680043\",\"imId\":\"5245...   \n",
       " 35  {\"jobKind\":\"2\",\"jobId\":\"17510393\",\"imId\":\"449b...   \n",
       " 36  {\"jobKind\":\"2\",\"jobId\":\"39535473\",\"imId\":\"397c...   \n",
       " 37  {\"jobKind\":\"2\",\"jobId\":\"46511049\",\"imId\":\"0c48...   \n",
       " 38  {\"jobKind\":\"2\",\"jobId\":\"36922811\",\"imId\":\"d361...   \n",
       " 39  {\"jobKind\":\"2\",\"jobId\":\"34415223\",\"imId\":\"cb16...   \n",
       " \n",
       "                                            job.labels job.jobKind  \\\n",
       " 0              [javascript, css3, vue, html, webpack]           2   \n",
       " 1   [html5, vue, 前端开发, react, php, java, python, 网...           2   \n",
       " 2            [javascript, css, 前端开发, html, ajax, 小程序]           2   \n",
       " 3                                               [小程序]           2   \n",
       " 4                                             [web前端]           2   \n",
       " 5                                               [vue]           2   \n",
       " 6   [React, 移动开发, 框架开发, 框架设计, CSS, HTML, Javascrip...           2   \n",
       " 7                                                  []           2   \n",
       " 8                                                  []           2   \n",
       " 9                                                  []           2   \n",
       " 10                                            [Linux]           1   \n",
       " 11                              [前端开发, vue, 小程序, web]           2   \n",
       " 12   [javascript, css, ajax, webpack, gulp, hbuilder]           2   \n",
       " 13             [javascript, html5, css, vue.js, mvvm]           2   \n",
       " 14  [javascript, css, 前端开发, css3, jquery, html, aj...           2   \n",
       " 15                  [saas, 前端, Javascript, CSS, HTML]           2   \n",
       " 16  [javascript, css, react, vue, html, webpack, b...           2   \n",
       " 17  [前端开发, 框架设计, 框架开发, Vue, React, Angular, 架构设计, ...           2   \n",
       " 18                                                 []           2   \n",
       " 19                                                 []           2   \n",
       " 20                        [前端开发, react, vue, angular]           2   \n",
       " 21      [前端开发, 后端开发, React, Vue, Angular, Javascript]           2   \n",
       " 22  [React, Web开发, CSS, TypeScript, HTML, HTML5, J...           2   \n",
       " 23            [HTML, CSS, Javascript, 电商领域, IT/信息化领域]           2   \n",
       " 24  [javascript, css, react, vue, html, webpack, a...           2   \n",
       " 25  [Vue, React, HTML5, Javascript, 前端开发, CSS, Rea...           2   \n",
       " 26  [Vue, 前端开发, 功能开发, 模块开发, ECMAScript 6, ECMAScript]           2   \n",
       " 27  [javascript, css, react, vue, jquery, html, aj...           2   \n",
       " 28      [Javascript, HTML, CSS, 前端开发, React, Webpack]           2   \n",
       " 29                                                 []           2   \n",
       " 30                                                 []           1   \n",
       " 31                                      [前端开发, React]           1   \n",
       " 32    [javascript, css, 前端开发, css3, react, vue, html]           2   \n",
       " 33                             [javascript, vue, 小程序]           2   \n",
       " 34  [javascript, css, 前端开发, react, vue, jquery, we...           2   \n",
       " 35              [java, php, javascript, css, webpack]           2   \n",
       " 36             [javascript, css3, webpack, gulp, git]           2   \n",
       " 37                 [Vue, React, ElementUI, LIMS, LIS]           2   \n",
       " 38  [javascript, css3, react, vue, jquery, ajax, w...           2   \n",
       " 39        [javascript, css, css3, react, vue, jquery]           2   \n",
       " \n",
       "              job.title job.jobId job.refreshTime job.requireEduLevel  \\\n",
       " 0         高级web前端开发工程师  43162481  20211118110440                统招本科   \n",
       " 1    初级前端开发工程师(J10445)  40457315  20210625101638                  本科   \n",
       " 2              前端开发工程师  33623449  20201119180959                  本科   \n",
       " 3              web前端开发  42896521  20210903163315               中专/中技   \n",
       " 4    WEB前端开发工程师（plm平台）  47910375  20220411161607                  本科   \n",
       " 5              前端开发工程师  35667993  20210203163303                  本科   \n",
       " 6              前端开发工程师  30180777  20200723101930                  大专   \n",
       " 7              前端开发工程师  20510993  20190606051000                学历不限   \n",
       " 8      前端开发工程师-五险一金13薪  58973173  20230531103746                统招本科   \n",
       " 9            高级前端开发工程师  53798123  20221201100106                统招本科   \n",
       " 10        前端开发工程师（Vue）  45712341  20230428100553                学历不限   \n",
       " 11             前端开发工程师  45899527  20211222191630                  本科   \n",
       " 12           高级前端开发工程师  43911225  20211013130531                  本科   \n",
       " 13          web前端开发工程师  24810113  20200115101757                统招本科   \n",
       " 14             前端开发工程师  37450197  20211103102309                  大专   \n",
       " 15        资深前端开发工程师-飞书  46346293  20220112112435                统招本科   \n",
       " 16         前端开发师（中高级））  37696733  20210331162248                  大专   \n",
       " 17      Web前端开发工程师（高级）  35939613  20210220050246                  本科   \n",
       " 18             前端开发工程师  18375357  20190605142717                学历不限   \n",
       " 19             前端开发工程师  19113529  20190411155725                学历不限   \n",
       " 20          web前端开发工程师  38184425  20210415103313                统招本科   \n",
       " 21           高级前端开发工程师  23320745  20220419172653                统招本科   \n",
       " 22    前端开发工程师(React方向）  49718129  20220517161758                  本科   \n",
       " 23             前端开发工程师  48012505  20220314123307                  本科   \n",
       " 24    内推-前端开发-飞书SaaS产品  41482851  20210727200819                  本科   \n",
       " 25          WEB前端开发工程师  49308735  20220428140013                  本科   \n",
       " 26             前端开发工程师  54086979  20221118104332                  本科   \n",
       " 27             前端开发工程师  38353963  20210421180701                  大专   \n",
       " 28    高级前端开发工程师-飞书人力套件  49324939  20220429141221                  本科   \n",
       " 29  前端开发工程师（中高级）+双休+高薪  54160459  20221121133709                  本科   \n",
       " 30             前端开发工程师  46571733  20230530225027               本科及以上   \n",
       " 31           React前端开发  46521651  20230529152641               大专及以上   \n",
       " 32             前端开发工程师  39953799  20210608174830                  本科   \n",
       " 33           高级前端开发工程师  40525639  20210628160211                  本科   \n",
       " 34           高级前端开发工程师  36680043  20210318110000                学历不限   \n",
       " 35           高级前端开发工程师  17510393  20200807155706                统招本科   \n",
       " 36             前端开发工程师  39535473  20210526153740                  本科   \n",
       " 37          中高级前端开发工程师  46511049  20220121100256                  大专   \n",
       " 38             前端开发工程师  36922811  20210311164442                  本科   \n",
       " 39          WEB前端开发工程师  34415223  20201217205550                  本科   \n",
       " \n",
       "     job.topJob job.requireWorkYears  ... recruiter.recruiterTitle  \\\n",
       " 0        False                 3-5年  ...                       HR   \n",
       " 1        False                 1-3年  ...                     HRBP   \n",
       " 2        False                 1-3年  ...                   HRBP主管   \n",
       " 3        False                 3-5年  ...                       经理   \n",
       " 4        False                 1-3年  ...                            \n",
       " 5        False                 3-5年  ...           web前端应用软件开发工程师   \n",
       " 6        False                5-10年  ...                     人事专员   \n",
       " 7        False                 经验不限  ...                     HRBP   \n",
       " 8        False                 1-3年  ...                       HR   \n",
       " 9        False                 经验不限  ...                       顾问   \n",
       " 10       False                 3-5年  ...                     猎头顾问   \n",
       " 11       False                 3-5年  ...                     人事经理   \n",
       " 12       False                 3-5年  ...                高级前端开发工程师   \n",
       " 13       False                5-10年  ...                     项目助理   \n",
       " 14       False                 1-3年  ...                       总监   \n",
       " 15       False                 3-5年  ...                     hrbp   \n",
       " 16       False                 1-3年  ...                     人事专员   \n",
       " 17       False                5-10年  ...                     高级总监   \n",
       " 18       False                 3-5年  ...               运营中心广东区负责人   \n",
       " 19       False                 1-3年  ...                     产品经理   \n",
       " 20       False                 1-3年  ...                  招聘专员/助理   \n",
       " 21       False                 1-3年  ...                            \n",
       " 22       False                 1-3年  ...                       HR   \n",
       " 23       False                5-10年  ...                     HRBP   \n",
       " 24       False                 经验不限  ...                高级后端开发工程师   \n",
       " 25       False                 3-5年  ...                       HR   \n",
       " 26       False                 3-5年  ...                     招聘总监   \n",
       " 27       False                 3-5年  ...                      ceo   \n",
       " 28       False                 1-3年  ...               WEB前端开发工程师   \n",
       " 29       False                 3-5年  ...                     招聘专员   \n",
       " 30       False                 经验不限  ...                     猎头顾问   \n",
       " 31       False                5-10年  ...                     猎头顾问   \n",
       " 32       False                 1-3年  ...                     人事专员   \n",
       " 33       False                 3-5年  ...                     研发总监   \n",
       " 34       False                5-10年  ...                     技术经理   \n",
       " 35       False                 3-5年  ...                       员工   \n",
       " 36       False                 3-5年  ...                      coo   \n",
       " 37       False                 3-5年  ...                     HRBP   \n",
       " 38       False                 3-5年  ...                       人事   \n",
       " 39       False                 3-5年  ...                  高级开发工程师   \n",
       " \n",
       "                recruiter.recruiterId         recruiter.recruiterPhoto  \\\n",
       " 0   d0723cf559543e218443dd013367af71  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 1   a66d7fb6608ed3bd288211dc2c4ea4d2  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 2   fe631120f95d35b3e5ca4e55352902e5  5f8f98698dbe6273dcf8516008u.jpg   \n",
       " 3   eeb9c9564424da02cde81dbe3c3ced47  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 4   928e44a07137c69178d81afd5681b329  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 5   23a92c90c3f6659d7a1da7c0a19ef241  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 6   7986fb0ce3e1bdba345892358a4706c9  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 7   098348b3f571f07b09c21100e5da1b96  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 8   6d7e8a4cc4c3911f1fb61237bc3337dd  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 9   36348d2edd86283cb6b9463580eeb4fd  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 10  9b6ff3bc56f349ffd0432f1203345729  620cf7ff5767fe33a09176e008u.png   \n",
       " 11  12fbdd4432a5e452acf010a08567f090  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 12  608387897d8e8afa60b0b56be5d33f15  5f8f986aea60860b75384fab08u.jpg   \n",
       " 13  f9344a76fac9a9a7fc342c8d3dbbbf2d  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 14  eff2024cceb1c198727fdc3b04ea3535  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 15  5093b69c6ff6668fdeff88742417ab4c  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 16  0b5b406fe5a82b999522d9d686c39641  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 17  ae9d2bd71f72b07d27bbf43c3caebf68  5a1f7a7e703287905956079b05a.jpg   \n",
       " 18  2321eefb9a23aec5752ec29612a2da5f  578607fc45ce0eee0737215706a.png   \n",
       " 19  5fc96c676bf66a86266ba548357a5830  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 20  d5a27754cb312a4c44cbc603f93992a1  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 21  580be17d577132ba9bea9531c8a4697c  54d1e763712eb4f6b84c26e201a.jpg   \n",
       " 22  426dfdf79fd2d08adbe1fa8dfaf71120  58f88df17032849dca248bf804a.png   \n",
       " 23  9769503facab02dac462787b78858fd7  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 24  084e4c835856917d90f80a14169d34d9  5f8f98698dbe6273dcf8516008u.jpg   \n",
       " 25  21f838021c60d818b520a8935cf33dda  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 26  49444df514c06b44af1b984cd5ecffb7  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 27  c93f4225dd89ffe21c3d44221d3fc318  5f8f986aea60860b75384fab08u.jpg   \n",
       " 28  c86083f9935acf118adfba6041456f9d  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 29  781ad5c98d7e5b3e662c3ad3715aea0a  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 30  46384e5c6cf5a84119125defaf3681e7  64223e1732de8a571cb5d2ed02u.png   \n",
       " 31  a34c1f11ea0c05413707bb827f2c6105  646221519234763b3202751104u.png   \n",
       " 32  c39ad681f1234365bc5ccee89b43d861  60bf380befb820007c03be7208u.png   \n",
       " 33  61b39721e0eff3ca8c67177b986a9327  5f8f986aea60860b75384fab08u.jpg   \n",
       " 34  e8c8279120aa9c6147ac7abeb09d9868  603dc1594af8de51fc25e91905u.png   \n",
       " 35  b6f4d46e54f27a638a7d89bce766c79a  5dd1fda2cd52473b94cff2fc06u.jpg   \n",
       " 36  a40c7b1a209aede951d405b18af65b25  6010ff59c69c6f7dd22d3fe002u.png   \n",
       " 37  251f8a3e637a84c129a81e41cbcf0191  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 38  07d3292b10e32dceac78103279080073  604888b609b3c827a9c0c37d07u.png   \n",
       " 39  715b3e1da3d0650a057e4b41188d3168  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " \n",
       "    comp.compId comp.compStage                    comp.compLogo  \\\n",
       " 0    8905176.0         沪深A股上市  5c49801c261c45f22d4690bc02u.png   \n",
       " 1    8433826.0             D轮  604c91a64a01070d5f326cf301u.png   \n",
       " 2     883294.0            已上市  5bfe91bf74719d35745ae43f03a.png   \n",
       " 3   12918777.0            已上市  61b07937d0458d53c627567e02u.jpg   \n",
       " 4    1070270.0          科创板上市  608929f85e8a1c32e33be8c504u.png   \n",
       " 5    7854025.0         沪深A股上市  5bfe95c674719df0ac98e51303a.png   \n",
       " 6    9726261.0          融资未公开  5c8b3e32509919fa0e872fc508u.png   \n",
       " 7    9743879.0            NaN  61b07937d0458d53c627567e02u.jpg   \n",
       " 8   13521485.0            NaN  61b07937d0458d53c627567e02u.jpg   \n",
       " 9   13328931.0          融资未公开  61b07937d0458d53c627567e02u.jpg   \n",
       " 10         NaN            NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 11  13054859.0            NaN  619ba2b71bd4fb704e28a95301u.jpg   \n",
       " 12   9460736.0             B轮  63d8db1a211aff1618cdd54d06u.png   \n",
       " 13   1967197.0           战略投资  5b6a68788e507b39f9d24b3804a.png   \n",
       " 14  12516617.0            NaN  5ffd50bc7df98517c0504eef04u.png   \n",
       " 15   7863078.0             其他  5d887b5528021708fa52b44403u.jpg   \n",
       " 16   9644489.0          融资未公开  5e9d0fdb37483e328d83940104u.png   \n",
       " 17   8510313.0           美股上市  5a1f927370323b4a84a66ab305a.jpg   \n",
       " 18   9951063.0          融资未公开  5ceb914d9fae687d4377748104u.png   \n",
       " 19   9299528.0          融资未公开  61b07937d0458d53c627567e02u.jpg   \n",
       " 20   7927849.0            NaN  5bfe956674719dc6ed741ce803a.png   \n",
       " 21    883294.0            已上市  5bfe91bf74719d35745ae43f03a.png   \n",
       " 22   8659602.0             A轮  5bfe97c974719df0ac994d1a03a.png   \n",
       " 23  13157055.0            NaN  61b07937d0458d53c627567e02u.jpg   \n",
       " 24   9848411.0          融资未公开  61b07937d0458d53c627567e02u.jpg   \n",
       " 25   8781900.0          融资未公开  5bfe9eef74719d2aa34babd503a.png   \n",
       " 26   2115085.0         沪深A股上市  5bfea4ec74719d2aa34cd0ba03a.png   \n",
       " 27  12391477.0           战略投资  5f59c1bff6d1ab584750eaaf06u.jpg   \n",
       " 28   9848411.0          融资未公开  61b07937d0458d53c627567e02u.jpg   \n",
       " 29    885682.0            已上市  5bfe9a5174719df0ac99ce5e03a.png   \n",
       " 30         NaN             B轮  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 31         NaN          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 32   9712875.0            NaN  61b07937d0458d53c627567e02u.jpg   \n",
       " 33  12811479.0            天使轮  60d951198491bd494a8d0f8b06u.jpg   \n",
       " 34  12262383.0            NaN  61b07937d0458d53c627567e02u.jpg   \n",
       " 35   9287281.0           美股上市  5d8237f928021708fa4a559b02u.jpg   \n",
       " 36  12542919.0           战略投资  61b07937d0458d53c627567e02u.jpg   \n",
       " 37   8086509.0         沪深A股上市  5bfe91b674719d35745ae24c03a.png   \n",
       " 38  10003789.0            NaN  61b07937d0458d53c627567e02u.jpg   \n",
       " 39  10014049.0          融资未公开  61b07937d0458d53c627567e02u.jpg   \n",
       " \n",
       "         comp.compName                                 comp.link  \\\n",
       " 0                中孚信息   https://www.liepin.com/company/8905176/   \n",
       " 1                有车以后   https://www.liepin.com/company/8433826/   \n",
       " 2               太平洋网络    https://www.liepin.com/company/883294/   \n",
       " 3        广州跨界商务管理有限公司  https://www.liepin.com/company/12918777/   \n",
       " 4                中望软件   https://www.liepin.com/company/1070270/   \n",
       " 5                视源股份   https://www.liepin.com/company/7854025/   \n",
       " 6   上海赤月信息技术有限公司广州分公司   https://www.liepin.com/company/9726261/   \n",
       " 7    北京中恒博瑞数字电力科技有限公司   https://www.liepin.com/company/9743879/   \n",
       " 8                前海豆米  https://www.liepin.com/company/13521485/   \n",
       " 9      湖南硅谷数科信息技术有限公司  https://www.liepin.com/company/13328931/   \n",
       " 10           某大型互联网公司                                             \n",
       " 11       广州云烽智能科技有限公司  https://www.liepin.com/company/13054859/   \n",
       " 12                 趣丸   https://www.liepin.com/company/9460736/   \n",
       " 13           北明软件有限公司   https://www.liepin.com/company/1967197/   \n",
       " 14   成都不求人科技有限公司广州分公司  https://www.liepin.com/company/12516617/   \n",
       " 15               字节跳动   https://www.liepin.com/company/7863078/   \n",
       " 16      广州市搜游网络科技有限公司   https://www.liepin.com/company/9644489/   \n",
       " 17          云米全屋互联网家电   https://www.liepin.com/company/8510313/   \n",
       " 18      广东优点云计算科技有限公司   https://www.liepin.com/company/9951063/   \n",
       " 19       广州致远科教软件有限公司   https://www.liepin.com/company/9299528/   \n",
       " 20             中软国际科技   https://www.liepin.com/company/7927849/   \n",
       " 21              太平洋网络    https://www.liepin.com/company/883294/   \n",
       " 22               三尺科技   https://www.liepin.com/company/8659602/   \n",
       " 23      广东职码头网络科技有限公司  https://www.liepin.com/company/13157055/   \n",
       " 24       广东今日头条科技有限公司   https://www.liepin.com/company/9848411/   \n",
       " 25      北京金溪欣网络科技有限公司   https://www.liepin.com/company/8781900/   \n",
       " 26       佳都科技集团股份有限公司   https://www.liepin.com/company/2115085/   \n",
       " 27        广东趣买票科技有限公司  https://www.liepin.com/company/12391477/   \n",
       " 28       广东今日头条科技有限公司   https://www.liepin.com/company/9848411/   \n",
       " 29              京北方信息    https://www.liepin.com/company/885682/   \n",
       " 30              某知名公司                                             \n",
       " 31            某大型金融企业                                             \n",
       " 32     广州润乾数据信息技术有限公司   https://www.liepin.com/company/9712875/   \n",
       " 33              微分机器人  https://www.liepin.com/company/12811479/   \n",
       " 34  元知医疗科技发展有限公司北京分公司  https://www.liepin.com/company/12262383/   \n",
       " 35             虎牙HUYA   https://www.liepin.com/company/9287281/   \n",
       " 36       广州汉特酒店管理有限公司  https://www.liepin.com/company/12542919/   \n",
       " 37               凯普生物   https://www.liepin.com/company/8086509/   \n",
       " 38        深圳市界希科技有限公司  https://www.liepin.com/company/10003789/   \n",
       " 39         广州腾讯科技有限公司  https://www.liepin.com/company/10014049/   \n",
       " \n",
       "    comp.compScale  comp.compIndustry  \n",
       " 0        500-999人              计算机软件  \n",
       " 1        100-499人               电子商务  \n",
       " 2        500-999人                互联网  \n",
       " 3          50-99人                互联网  \n",
       " 4      1000-2000人              计算机软件  \n",
       " 5     5000-10000人              计算机软件  \n",
       " 6        500-999人                 游戏  \n",
       " 7        500-999人              计算机软件  \n",
       " 8                                互联网  \n",
       " 9          50-99人               IT服务  \n",
       " 10    5000-10000人                互联网  \n",
       " 11          1-49人                NaN  \n",
       " 12     1000-2000人            在线社交/媒体  \n",
       " 13     1000-2000人              计算机软件  \n",
       " 14         50-99人                互联网  \n",
       " 15       10000人以上                互联网  \n",
       " 16         50-99人               人工智能  \n",
       " 17     1000-2000人               智能硬件  \n",
       " 18       100-499人                互联网  \n",
       " 19          1-49人              计算机软件  \n",
       " 20       10000人以上               IT服务  \n",
       " 21       500-999人                互联网  \n",
       " 22       100-499人                互联网  \n",
       " 23          1-49人                互联网  \n",
       " 24     1000-2000人           广告/公关/会展  \n",
       " 25         50-99人                互联网  \n",
       " 26     2000-5000人              计算机软件  \n",
       " 27       100-499人            云计算/大数据  \n",
       " 28     1000-2000人           广告/公关/会展  \n",
       " 29       100-499人                互联网  \n",
       " 30       100-499人                互联网  \n",
       " 31    5000-10000人               人力资源  \n",
       " 32          1-49人              计算机软件  \n",
       " 33       100-499人              计算机软件  \n",
       " 34         50-99人              互联网医疗  \n",
       " 35     1000-2000人            在线社交/媒体  \n",
       " 36       100-499人              酒店/民宿  \n",
       " 37     2000-5000人                 制药  \n",
       " 38          1-49人              批发/零售  \n",
       " 39       10000人以上             专业技术服务  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 1   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 2   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 3   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 4   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 5   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 6   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 7   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 8   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 9   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 10  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 11  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 12  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 13  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 14  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 15  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 16  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 17  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 18  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 19  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 20  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 21  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 22  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 23  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 24  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 25  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 26  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 27  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 28  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 29  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 30  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 31  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 32  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 33  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 34  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 35  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 36  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 37  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 38  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 39  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"jobId\":\"26303223\",\"recruiterName\":\"黎女士\",\"job...   \n",
       " 1   {\"jobId\":\"41082369\",\"recruiterName\":\"郑女士\",\"job...   \n",
       " 2   {\"jobId\":\"46746221\",\"recruiterName\":\"朱先生\",\"job...   \n",
       " 3   {\"jobId\":\"22334377\",\"recruiterName\":\"赖先生\",\"job...   \n",
       " 4   {\"jobId\":\"45093677\",\"recruiterName\":\"罗先生\",\"job...   \n",
       " 5   {\"jobId\":\"52545847\",\"recruiterName\":\"黄女士\",\"job...   \n",
       " 6   {\"jobId\":\"58868137\",\"recruiterName\":\"胡女士\",\"job...   \n",
       " 7   {\"jobId\":\"43381997\",\"recruiterName\":\"吴先生\",\"job...   \n",
       " 8   {\"jobId\":\"23832889\",\"recruiterName\":\"刘女士\",\"job...   \n",
       " 9   {\"jobId\":\"42061689\",\"recruiterName\":\"黎女士\",\"job...   \n",
       " 10  {\"jobId\":\"57160575\",\"recruiterName\":\"冯女士\",\"job...   \n",
       " 11  {\"jobId\":\"47466477\",\"recruiterName\":\"贺女士\",\"job...   \n",
       " 12  {\"jobId\":\"39845047\",\"recruiterName\":\"黄先生\",\"job...   \n",
       " 13  {\"jobId\":\"51089423\",\"recruiterName\":\"谭女士\",\"job...   \n",
       " 14  {\"jobId\":\"41600597\",\"recruiterName\":\"穆女士\",\"job...   \n",
       " 15  {\"jobId\":\"34569889\",\"recruiterName\":\"陈先生\",\"job...   \n",
       " 16  {\"jobId\":\"47557087\",\"recruiterName\":\"曾先生\",\"job...   \n",
       " 17  {\"jobId\":\"36583463\",\"recruiterName\":\"胡女士\",\"job...   \n",
       " 18  {\"jobId\":\"58984835\",\"recruiterName\":\"廖先生\",\"job...   \n",
       " 19  {\"jobId\":\"58698415\",\"recruiterName\":\"陈女士\",\"job...   \n",
       " 20  {\"jobId\":\"46594921\",\"recruiterName\":\"刘先生\",\"job...   \n",
       " 21  {\"jobId\":\"46507883\",\"recruiterName\":\"刘女士\",\"job...   \n",
       " 22  {\"jobId\":\"34097413\",\"recruiterName\":\"陈女士\",\"job...   \n",
       " 23  {\"jobId\":\"53968851\",\"recruiterName\":\"黄女士\",\"job...   \n",
       " 24  {\"jobId\":\"47335775\",\"recruiterName\":\"张女士\",\"job...   \n",
       " 25  {\"jobId\":\"32380701\",\"recruiterName\":\"祁先生\",\"job...   \n",
       " 26  {\"jobId\":\"19566919\",\"recruiterName\":\"欧女士\",\"job...   \n",
       " 27  {\"jobId\":\"57247655\",\"recruiterName\":\"瞿女士\",\"job...   \n",
       " 28  {\"jobId\":\"30368755\",\"recruiterName\":\"柳女士\",\"job...   \n",
       " 29  {\"jobId\":\"49336521\",\"recruiterName\":\"徐先生\",\"job...   \n",
       " 30  {\"jobId\":\"27290817\",\"recruiterName\":\"林先生\",\"job...   \n",
       " 31  {\"jobId\":\"49049139\",\"recruiterName\":\"胡女士\",\"job...   \n",
       " 32  {\"jobId\":\"37228247\",\"recruiterName\":\"郑女士\",\"job...   \n",
       " 33  {\"jobId\":\"24824165\",\"recruiterName\":\"钟女士\",\"job...   \n",
       " 34  {\"jobId\":\"40740005\",\"recruiterName\":\"肖先生\",\"job...   \n",
       " 35  {\"jobId\":\"51434799\",\"recruiterName\":\"庄女士\",\"job...   \n",
       " 36  {\"jobId\":\"48367769\",\"recruiterName\":\"温女士\",\"job...   \n",
       " 37  {\"jobId\":\"35487043\",\"recruiterName\":\"王先生\",\"job...   \n",
       " 38  {\"jobId\":\"51948697\",\"recruiterName\":\"张女士\",\"job...   \n",
       " 39  {\"jobId\":\"46422825\",\"recruiterName\":\"李女士\",\"job...   \n",
       " \n",
       "                                            job.labels job.refreshTime  \\\n",
       " 0                                                  []  20200709145805   \n",
       " 1                                               [小程序]  20210924095012   \n",
       " 2   [界面开发, 框架开发, 框架设计, Vue, 移动开发, IT/信息化领域, VR开发, ...  20220207133813   \n",
       " 3                                        [前端开发, 架构设计]  20190808103901   \n",
       " 4                                              [前端开发]  20211123142418   \n",
       " 5                                  [界面开发, 前端开发, 架构设计]  20220913171215   \n",
       " 6                                       [React, 前端开发]  20230530182048   \n",
       " 7                           [vue, react, js, h5, 小程序]  20210918135153   \n",
       " 8                     [html5, vue, css, DIV+CSS, ES6]  20190929102542   \n",
       " 9      [javascript, css3, webpack, gulp, grunt, saas]  20210813084322   \n",
       " 10  [React, 前端开发, TypeScript, CSS, HTML5, Javascri...  20230426142655   \n",
       " 11                    [前端开发, ElementUI, Vue, Node.js]  20220225102611   \n",
       " 12  [vue, css, html, javascript, ajax, git, svn, g...  20210604164636   \n",
       " 13                                [HTML5, 功能开发, 游戏开发]  20221115193802   \n",
       " 14                                              [小程序]  20210730145757   \n",
       " 15  [Koa, Express, Node.js, 前端开发, React, Javascrip...  20210107011012   \n",
       " 16  [React, Vue, Angular, 框架设计, HTML5, Javascript,...  20220228185631   \n",
       " 17                                 [前端开发, TypeScript]  20210304153017   \n",
       " 18                                                 []  20230531145126   \n",
       " 19                            [Vue, 前端开发, HTML5, CSS]  20230531090114   \n",
       " 20  [React, Vue, ElementUI, Echarts, Ant Design, 电...  20230531154020   \n",
       " 21    [前端开发, Vue, ES5, HTML5, Javascript, React, CSS]  20230529105701   \n",
       " 22  [前端开发, css3, react, vue, webpack, angular, gul...  20230509104414   \n",
       " 23             [Vue, Echarts, IT/信息化领域, R语言, Webpack]  20221117153203   \n",
       " 24  [框架设计, 框架开发, IT/信息化领域, Layui, Vue, jQuery, Web开发]  20220222140333   \n",
       " 25                                          [vue, ps]  20201003172208   \n",
       " 26          [IT/信息化领域, React, D语言, R语言, Android, iOS]  20210317100046   \n",
       " 27                                             [前端开发]  20230323174114   \n",
       " 28               [小程序, vue, jquery, javascript, 前端开发]  20200803154900   \n",
       " 29                           [架构设计, 需求分析, Javascript]  20220429141329   \n",
       " 30  [javascript, jquery, webpack, 小程序, vue, html, ...  20210323095632   \n",
       " 31  [Javascript, Angular, 银行领域, 金融领域, IT/信息化领域, 框架...  20220419203141   \n",
       " 32                                            [web前端]  20210318152558   \n",
       " 33                           [框架设计, 框架开发, Vue, React]  20191119115328   \n",
       " 34                                              [ios]  20210705174026   \n",
       " 35                   [WebRTC, Vue, React, 框架设计, 框架开发]  20220727110607   \n",
       " 36                                                 []  20220722163240   \n",
       " 37      [javascript, css3, react, vue, webpack, 前端开发]  20210127205707   \n",
       " 38                                          [Angular]  20220817112353   \n",
       " 39  [后端开发, Node.js, MVVM, MVC, Less, Sass, CSS, Ty...  20220114164958   \n",
       " \n",
       "    job.jobId  job.salary  job.dq job.jobKind                       job.title  \\\n",
       " 0   26303223      15-25k      广州           2                         前端开发工程师   \n",
       " 1   41082369      10-13k  广州-天河区           2                         前端开发工程师   \n",
       " 2   46746221      10-15k  广州-黄埔区           2                      web前端开发工程师   \n",
       " 3   22334377  20-40k·16薪      广州           2                      WEB前端开发工程师   \n",
       " 4   45093677       8-12k  广州-天河区           2                      web前端开发工程师   \n",
       " 5   52545847      10-14k  广州-黄埔区           2                      WEB前端开发工程师   \n",
       " 6   58868137  25-35k·14薪  广州-番禺区           2     急-资深前端工程师（商品供应部） (MJ008283)   \n",
       " 7   43381997       8-13k  广州-海珠区           2                      WEB前端开发工程师   \n",
       " 8   23832889   7-10k·13薪  广州-天河区           2                      WEB前端开发工程师   \n",
       " 9   42061689  15-30k·14薪  广州-番禺区           2                         前端开发工程师   \n",
       " 10  57160575      20-24k  广州-天河区           2                    前端react开发工程师   \n",
       " 11  47466477       8-12k  广州-天河区           2                      vue前端开发工程师   \n",
       " 12  39845047      11-17k  广州-黄埔区           2                      WEB前端开发工程师   \n",
       " 13  51089423      11-15k  广州-天河区           2                          H5前端开发   \n",
       " 14  41600597        6-8k      广州           2                 前端开发工程师（前端/小程序）   \n",
       " 15  34569889        薪资面议      广州           2  创新事业群融媒体发展事业部-平台前端开发. C-广州.XKP   \n",
       " 16  47557087      25-45k      广州           2                      WEB前端开发工程师   \n",
       " 17  36583463      15-16k      广州           2                     前端开发工程师（H5）   \n",
       " 18  58984835  16-23k·13薪  广州-黄埔区           2                 前端开发工程师-五险一金13薪   \n",
       " 19  58698415       9-15k  广州-越秀区           2               中级前端研发工程师(J10698)   \n",
       " 20  46594921      25-30k  广州-越秀区           1                            前端开发   \n",
       " 21  46507883  12-17k·14薪      广州           1                      WEB前端开发工程师   \n",
       " 22  34097413  15-25k·14薪  广州-番禺区           2                   前端工程师(J10700)   \n",
       " 23  53968851  13-17k·14薪  广州-番禺区           2                       中级前端开发工程师   \n",
       " 24  47335775      10-16k  广州-黄埔区           2                      web前端开发工程师   \n",
       " 25  32380701      10-15k  广州-番禺区           2                      WEB前端开发工程师   \n",
       " 26  19566919       8-11k      广州           2                     前端开发工程师-休周末   \n",
       " 27  57247655      10-15k      广州           2                         前端开发工程师   \n",
       " 28  30368755       8-12k  广州-番禺区           2                         前端开发工程师   \n",
       " 29  49336521  40-60k·15薪  广州-海珠区           2                   前端开发专家-飞书人力套件   \n",
       " 30  27290817      10-15k  广州-天河区           2                         前端开发工程师   \n",
       " 31  49049139  20-30k·13薪  广州-天河区           2                     Angular前端开发   \n",
       " 32  37228247  11-16k·13薪  广州-黄埔区           2                         前端开发工程师   \n",
       " 33  24824165       8-12k      广州           2                      WEB前端开发工程师   \n",
       " 34  40740005  20-35k·13薪  广州-天河区           2                      WEB前端开发工程师   \n",
       " 35  51434799      10-20k  广州-天河区           2                      中高级前端开发工程师   \n",
       " 36  48367769  12-18k·20薪      广州           2           中级前端开发工程师(TypeScript)   \n",
       " 37  35487043  20-25k·16薪      广州           2                      WEB前端开发工程师   \n",
       " 38  51948697      16-21k  广州-海珠区           2                      WEB前端开发工程师   \n",
       " 39  46422825      10-22k  广州-天河区           2                      WEB前端开发工程师   \n",
       " \n",
       "     job.topJob  ...                    recruiter.imId recruiter.imUserType  \\\n",
       " 0        False  ...  d5cd7b178ed9b014e4cd5c055e1e05ce                    2   \n",
       " 1        False  ...  e62bbfca14252dc5ee7b65a82243fe9b                    2   \n",
       " 2        False  ...  264fe348f1bebe72da0d52e8c4cf047e                    2   \n",
       " 3        False  ...  57ed943589075e07e3a362ce23913155                    2   \n",
       " 4        False  ...  6773dec2b2abb650d1ea97c874ac4d62                    2   \n",
       " 5        False  ...  447358e50c196d904f20da7109aae001                    2   \n",
       " 6        False  ...  a1276acf2b8f5534dae63fecfc649d41                    2   \n",
       " 7        False  ...  6388e3473864d12748a9b17aa99e4079                    2   \n",
       " 8        False  ...  4673f58e15ff11033417a188cf69ded9                    2   \n",
       " 9        False  ...  d5cd7b178ed9b014e4cd5c055e1e05ce                    2   \n",
       " 10       False  ...  a4b4d56941978be20385546334429696                    2   \n",
       " 11       False  ...  85558e7704dcd987b0d5b28e45c71a2f                    2   \n",
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       " 13       False  ...  bf9e2239bfa0e20c862955016a79cef0                    2   \n",
       " 14       False  ...  7c8d81db1d69fb0318250961d28776f8                    2   \n",
       " 15       False  ...  4a4ece35206ffdf578f5885b11a76839                    2   \n",
       " 16       False  ...  66fdec7beafe3a2d40ab18dda9535033                    2   \n",
       " 17       False  ...  706e3315b90ccce7befa578784e31c32                    2   \n",
       " 18       False  ...  5906666683505eb2f77df6e86e888e56                    2   \n",
       " 19       False  ...  9c8306f4aec8a81eacd19bcabb3b6f15                    2   \n",
       " 20       False  ...  a0a5de2672e165de801c17c79e240538                    2   \n",
       " 21       False  ...  7230c5e3d82af17210eee5f74aeb3ab8                    2   \n",
       " 22       False  ...  7e79a935822e9a8e67afc08fad36a30d                    2   \n",
       " 23       False  ...  a721277a35452134f4067025f1d6ce6f                    2   \n",
       " 24       False  ...  0458022dbbeef8036085192371c94c6d                    2   \n",
       " 25       False  ...  ccbaf737b784d1d26bc971ec2e264ed1                    2   \n",
       " 26       False  ...  6e70e5d8db6cbcaf73ea3114a5fc2d96                    2   \n",
       " 27       False  ...  5c74cea9220b87c9063dfc1b00f6daab                    2   \n",
       " 28       False  ...  448a074652e5723c3eae059a38e31609                    2   \n",
       " 29       False  ...  75b8a6ac2edde5ee471ce7e47ed88a17                    2   \n",
       " 30       False  ...  2573c502e3a70acd6bc971ec2e264ed1                    2   \n",
       " 31       False  ...  706e3315b90ccce7befa578784e31c32                    2   \n",
       " 32       False  ...  d8b807c29b313c1771de52c3bc0b6279                    2   \n",
       " 33       False  ...  588ca139edc3501f160b5b344d4ef7b6                    2   \n",
       " 34       False  ...  5d0d83d85ae9a871c2bf905a22f0f41e                    2   \n",
       " 35       False  ...  0db4485cd390e48917c4cef3d8aaac05                    2   \n",
       " 36       False  ...  cb1a1aa1fd2d2d7499eeb040770b0b48                    2   \n",
       " 37       False  ...  4ecd173e6de930cb8b0ca3877d009dea                    2   \n",
       " 38       False  ...  e396ce93517a579e4f9742af3b6a500a                    2   \n",
       " 39       False  ...  cf91f2908e85194bf4067025f1d6ce6f                    2   \n",
       " \n",
       "             recruiter.recruiterPhoto comp.compScale  \\\n",
       " 0    5f8f9865ea60860b75384fa508u.jpg     1000-2000人   \n",
       " 1    5f8f9865ea60860b75384fa508u.jpg                  \n",
       " 2    5f8f986aea60860b75384fab08u.jpg     2000-5000人   \n",
       " 3    5f8f9868f6d1ab58476f24a008u.jpg       10000人以上   \n",
       " 4    5f8f98698dbe6273dcf8516008u.jpg          1-49人   \n",
       " 5    5f8f9866dfb13a7dee342f1808u.jpg       10000人以上   \n",
       " 6    6177ec2531094f075862dc6703u.png    5000-10000人   \n",
       " 7    5f8f9868f6d1ab58476f24a008u.jpg       100-499人   \n",
       " 8    5f8f9863f6d1ab58476f246a08u.jpg          1-49人   \n",
       " 9    5f8f9865ea60860b75384fa508u.jpg     1000-2000人   \n",
       " 10   5f8f986779c7cc70efbf36c008u.jpg     1000-2000人   \n",
       " 11   5f8f9863f6d1ab58476f246a08u.jpg     2000-5000人   \n",
       " 12   5f8f98698dbe6273dcf8516008u.jpg         50-99人   \n",
       " 13   5f8f9863f6d1ab58476f246a08u.jpg       100-499人   \n",
       " 14   5f8f9865ea60860b75384fa508u.jpg          1-49人   \n",
       " 15   57c4e9d345ce9f0a74a9b8cd04a.png       10000人以上   \n",
       " 16   5f8f9868f6d1ab58476f24a008u.jpg    5000-10000人   \n",
       " 17   6277bef005b72b69851b0bd801u.png     1000-2000人   \n",
       " 18   5f8f986c79c7cc70efbf36c808u.jpg                  \n",
       " 19   5f8f986779c7cc70efbf36c008u.jpg       100-499人   \n",
       " 20   62d50104da3fed38cdc93b6f04u.png       100-499人   \n",
       " 21  60eb9a60372d4717eea5f18506u.jpeg    5000-10000人   \n",
       " 22   5f8f986779c7cc70efbf36c008u.jpg       100-499人   \n",
       " 23   5f8f986779c7cc70efbf36c008u.jpg     2000-5000人   \n",
       " 24   5f8f98648dbe6273dcf8515508u.jpg         50-99人   \n",
       " 25   5f8f9868f6d1ab58476f24a008u.jpg          1-49人   \n",
       " 26   5f8f9866dfb13a7dee342f1808u.jpg         50-99人   \n",
       " 27   5f8f9866dfb13a7dee342f1808u.jpg     1000-2000人   \n",
       " 28   5f8f986779c7cc70efbf36c008u.jpg          1-49人   \n",
       " 29   5f8f9868f6d1ab58476f24a008u.jpg     1000-2000人   \n",
       " 30   5f17f093639c8353867653ad08u.png     1000-2000人   \n",
       " 31   6277bef005b72b69851b0bd801u.png     1000-2000人   \n",
       " 32   5f8f9865ea60860b75384fa508u.jpg          1-49人   \n",
       " 33   5f8f9865ea60860b75384fa508u.jpg       10000人以上   \n",
       " 34   60e545c4dc1dd861d761e3de03u.png       100-499人   \n",
       " 35   5f8f986779c7cc70efbf36c008u.jpg     1000-2000人   \n",
       " 36   5f8f9863f6d1ab58476f246a08u.jpg       10000人以上   \n",
       " 37   5f8f98698dbe6273dcf8516008u.jpg    5000-10000人   \n",
       " 38   5f8f986779c7cc70efbf36c008u.jpg       10000人以上   \n",
       " 39   5f8f986779c7cc70efbf36c008u.jpg       100-499人   \n",
       " \n",
       "                       comp.compLogo  comp.compName comp.compId  \\\n",
       " 0   5e84495037483e328d6e380602u.jpg     美云智数科技有限公司   9124686.0   \n",
       " 1   61b07937d0458d53c627567e02u.jpg  广州新天威交通发展有限公司  12712397.0   \n",
       " 2   5bfe91b674719d35745ae24c03a.png           凯普生物   8086509.0   \n",
       " 3   5bfe915474719d35745acf0903a.png         阿里巴巴集团   1072424.0   \n",
       " 4   6194db3290ac7c756436418706u.jpg           网服信息  13002893.0   \n",
       " 5   5d8c1e41d0e79f08cf11c72e04u.jpg           法本信息   7604446.0   \n",
       " 6   5c64c511261c45f22d50d39303u.png          SHEIN   8706847.0   \n",
       " 7   60e4ffe67fc8dc07ff4a896502u.png   广东经纶纱线科技有限公司  12809911.0   \n",
       " 8   61b07937d0458d53c627567e02u.jpg   广州中芯国信科技有限公司  10212123.0   \n",
       " 9   5e84495037483e328d6e380602u.jpg     美云智数科技有限公司   9124686.0   \n",
       " 10  5bfea17f74719d2aa34c2b7e03a.png            信必优   7879896.0   \n",
       " 11  5ea13e1df2540204573035b505u.png     赞同科技股份有限公司   9432262.0   \n",
       " 12  61b07937d0458d53c627567e02u.jpg  广州市雅逊信息科技有限公司  12767141.0   \n",
       " 13  61b07937d0458d53c627567e02u.jpg           九悦互娱  12836993.0   \n",
       " 14  5d8349d428021708fa4c240501u.jpg  广州斯肯多媒体设计有限公司   9631495.0   \n",
       " 15  5bfe915474719d35745acf0903a.png         阿里巴巴集团   1072424.0   \n",
       " 16  5bfea33774719d2aa34c7eb903a.png           广发证券   1421537.0   \n",
       " 17  5bfea17f74719d2aa34c2b7e03a.png            信必优   7879896.0   \n",
       " 18  61b07937d0458d53c627567e02u.jpg           前海豆米  13521485.0   \n",
       " 19  5bfea2c874719d2aa34c6a3a03a.png     广州丰石科技有限公司   8970680.0   \n",
       " 20  60e2fe0bf3df194a3c48adb502u.png       某广州互联网公司         NaN   \n",
       " 21  60e2fe0bf3df194a3c48adb502u.png        某外资金融企业         NaN   \n",
       " 22  5ad017b38e50555968c6549906a.jpg           有米科技   7863254.0   \n",
       " 23  5bfea4ec74719d2aa34cd0ba03a.png   佳都科技集团股份有限公司   2115085.0   \n",
       " 24  61b07937d0458d53c627567e02u.jpg    广州英赛特软件有限公司   9678845.0   \n",
       " 25  61b07937d0458d53c627567e02u.jpg     广州蒂鹰贸易有限公司  12421033.0   \n",
       " 26  573d6d7c45cea4f490135a3706a.jpg   广州摩赛网络技术有限公司   8443859.0   \n",
       " 27  609622bc1f2e5b6e2ebc48bb08u.png   海通安恒科技股份有限公司  12715823.0   \n",
       " 28  61b07937d0458d53c627567e02u.jpg   广州合致信息科技有限公司   9628623.0   \n",
       " 29  61b07937d0458d53c627567e02u.jpg   广东今日头条科技有限公司   9848411.0   \n",
       " 30  5b6a68788e507b39f9d24b3804a.png       北明软件有限公司   1967197.0   \n",
       " 31  5bfea17f74719d2aa34c2b7e03a.png            信必优   7879896.0   \n",
       " 32  61b07937d0458d53c627567e02u.jpg    深圳市界希科技有限公司  10003789.0   \n",
       " 33  5d36c0f53ee8b11dd4bea7f105u.jpg   广州悦顺智能科技有限公司   9944123.0   \n",
       " 34  61b07937d0458d53c627567e02u.jpg         异域游戏开发  12821735.0   \n",
       " 35  5bfe94b074719dc6ed73f87003a.png           广州南天   8386060.0   \n",
       " 36  5bfea5f974719d2aa34cef7003a.png     中国联通广东省分公司   2034027.0   \n",
       " 37  5bfe95c674719df0ac98e51303a.png           视源股份   7854025.0   \n",
       " 38  5d8c1e41d0e79f08cf11c72e04u.jpg           法本信息   7604446.0   \n",
       " 39  6038a66b6cf52e565bf0e7b303u.png   广州千鸟电商科技有限公司   9295640.0   \n",
       " \n",
       "    comp.compIndustry                                 comp.link  comp.compStage  \n",
       " 0                互联网   https://www.liepin.com/company/9124686/             NaN  \n",
       " 1      民航/铁路/公路/水路客运  https://www.liepin.com/company/12712397/             NaN  \n",
       " 2                 制药   https://www.liepin.com/company/8086509/          沪深A股上市  \n",
       " 3                互联网   https://www.liepin.com/company/1072424/            港股上市  \n",
       " 4              计算机软件  https://www.liepin.com/company/13002893/             NaN  \n",
       " 5               IT服务   https://www.liepin.com/company/7604446/             已上市  \n",
       " 6                互联网   https://www.liepin.com/company/8706847/             NaN  \n",
       " 7           服装/纺织/皮革  https://www.liepin.com/company/12809911/              其他  \n",
       " 8               培训服务  https://www.liepin.com/company/10212123/             NaN  \n",
       " 9                互联网   https://www.liepin.com/company/9124686/             NaN  \n",
       " 10             计算机软件   https://www.liepin.com/company/7879896/             NaN  \n",
       " 11              IT服务   https://www.liepin.com/company/9432262/             NaN  \n",
       " 12               NaN  https://www.liepin.com/company/12767141/           融资未公开  \n",
       " 13                游戏  https://www.liepin.com/company/12836993/             NaN  \n",
       " 14               互联网   https://www.liepin.com/company/9631495/             NaN  \n",
       " 15               互联网   https://www.liepin.com/company/1072424/            港股上市  \n",
       " 16          基金/证券/期货   https://www.liepin.com/company/1421537/             已上市  \n",
       " 17             计算机软件   https://www.liepin.com/company/7879896/             NaN  \n",
       " 18               互联网  https://www.liepin.com/company/13521485/             NaN  \n",
       " 19           云计算/大数据   https://www.liepin.com/company/8970680/              A轮  \n",
       " 20               互联网                                                        B轮  \n",
       " 21              人力资源                                                     融资未公开  \n",
       " 22           云计算/大数据   https://www.liepin.com/company/7863254/            战略投资  \n",
       " 23             计算机软件   https://www.liepin.com/company/2115085/          沪深A股上市  \n",
       " 24             计算机软件   https://www.liepin.com/company/9678845/           融资未公开  \n",
       " 25             批发/零售  https://www.liepin.com/company/12421033/           融资未公开  \n",
       " 26               互联网   https://www.liepin.com/company/8443859/           融资未公开  \n",
       " 27             计算机软件  https://www.liepin.com/company/12715823/              A轮  \n",
       " 28               互联网   https://www.liepin.com/company/9628623/           融资未公开  \n",
       " 29          广告/公关/会展   https://www.liepin.com/company/9848411/           融资未公开  \n",
       " 30             计算机软件   https://www.liepin.com/company/1967197/            战略投资  \n",
       " 31             计算机软件   https://www.liepin.com/company/7879896/             NaN  \n",
       " 32             批发/零售  https://www.liepin.com/company/10003789/             NaN  \n",
       " 33              人工智能   https://www.liepin.com/company/9944123/             NaN  \n",
       " 34              室内娱乐  https://www.liepin.com/company/12821735/             天使轮  \n",
       " 35             计算机软件   https://www.liepin.com/company/8386060/             NaN  \n",
       " 36          运营商/增值服务   https://www.liepin.com/company/2034027/             NaN  \n",
       " 37             计算机软件   https://www.liepin.com/company/7854025/          沪深A股上市  \n",
       " 38              IT服务   https://www.liepin.com/company/7604446/             已上市  \n",
       " 39               互联网   https://www.liepin.com/company/9295640/              B轮  \n",
       " \n",
       " [40 rows x 31 columns]]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "response_df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "abf39634",
   "metadata": {},
   "source": [
    "## 数据整理成为表格\n",
    "> 1. pandas 中的concat方法"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "481b39e9",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dataParams</th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>recruiter.recruiterPhoto</th>\n",
       "      <th>recruiter.recruiterName</th>\n",
       "      <th>recruiter.recruiterTitle</th>\n",
       "      <th>recruiter.chatted</th>\n",
       "      <th>recruiter.imId</th>\n",
       "      <th>recruiter.imUserType</th>\n",
       "      <th>recruiter.recruiterId</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>...</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.refreshTime</th>\n",
       "      <th>job.jobKind</th>\n",
       "      <th>job.pcOuterLink</th>\n",
       "      <th>job.h5OuterLink</th>\n",
       "      <th>job.link</th>\n",
       "      <th>job.requireWorkYears</th>\n",
       "      <th>job.requireEduLevel</th>\n",
       "      <th>comp.compStage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>{\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>梁女士</td>\n",
       "      <td>HRBP</td>\n",
       "      <td>False</td>\n",
       "      <td>d5450b5c3c82e32b5d79fdba0a3967fa</td>\n",
       "      <td>2</td>\n",
       "      <td>004aa3658f4570155d0841e5265bbb1f</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>...</td>\n",
       "      <td>4-6k</td>\n",
       "      <td>广州</td>\n",
       "      <td>20230531134003</td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>https://www.liepin.com/job/1958280991.shtml</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>{\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>薛女士</td>\n",
       "      <td>人事</td>\n",
       "      <td>False</td>\n",
       "      <td>fe8c0221b3aeb6a20f3a35e5419a4a05</td>\n",
       "      <td>2</td>\n",
       "      <td>cc6da5cf9b8ff9923c8c22cac5907faf</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>...</td>\n",
       "      <td>10-15k·13薪</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>20230526164951</td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>https://www.liepin.com/job/1958757497.shtml</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>{\"recruiterPhoto\":\"632c1b32b231a360aab3620f02u...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>632c1b32b231a360aab3620f02u.png</td>\n",
       "      <td>丘先生</td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>bfdae2ccf3d0793dc113e61f65e6c038</td>\n",
       "      <td>2</td>\n",
       "      <td>3011f8bd93ff2f4ac6dfb1aba0dd34db</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>...</td>\n",
       "      <td>15-25k·15薪</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>20230120235144</td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>https://www.liepin.com/job/1953383459.shtml</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>{\"recruiterPhoto\":\"5f8f986c79c7cc70efbf36c808u...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>5f8f986c79c7cc70efbf36c808u.jpg</td>\n",
       "      <td>李先生</td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>97dc07774505884cc15a5e4f528462cc</td>\n",
       "      <td>2</td>\n",
       "      <td>613a55839fd84e87e5e218426ff50db6</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>15-22k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>20230531105848</td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>https://www.liepin.com/job/1958761203.shtml</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>{\"recruiterPhoto\":\"5f8f986c79c7cc70efbf36c808u...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>5f8f986c79c7cc70efbf36c808u.jpg</td>\n",
       "      <td>李先生</td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>97dc07774505884cc15a5e4f528462cc</td>\n",
       "      <td>2</td>\n",
       "      <td>613a55839fd84e87e5e218426ff50db6</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>15-22k·13薪</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>20230531105848</td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>https://www.liepin.com/job/1958761205.shtml</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>{\"jobId\":\"51434799\",\"recruiterName\":\"庄女士\",\"job...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>庄女士</td>\n",
       "      <td>hrbp</td>\n",
       "      <td>False</td>\n",
       "      <td>0db4485cd390e48917c4cef3d8aaac05</td>\n",
       "      <td>2</td>\n",
       "      <td>c3e7bf4af0cd627720471562d859c89d</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>...</td>\n",
       "      <td>10-20k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>20220727110607</td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>https://www.liepin.com/job/1951434799.shtml</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>{\"jobId\":\"48367769\",\"recruiterName\":\"温女士\",\"job...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>温女士</td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>cb1a1aa1fd2d2d7499eeb040770b0b48</td>\n",
       "      <td>2</td>\n",
       "      <td>778281beccd054acd3e0e82549cbf0d6</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>...</td>\n",
       "      <td>12-18k·20薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>20220722163240</td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>https://www.liepin.com/job/1948367769.shtml</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>{\"jobId\":\"35487043\",\"recruiterName\":\"王先生\",\"job...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>5f8f98698dbe6273dcf8516008u.jpg</td>\n",
       "      <td>王先生</td>\n",
       "      <td>Web前端开发工程师</td>\n",
       "      <td>False</td>\n",
       "      <td>4ecd173e6de930cb8b0ca3877d009dea</td>\n",
       "      <td>2</td>\n",
       "      <td>c0ef1fe5ee758285aa67c7d5ecde2c9c</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>...</td>\n",
       "      <td>20-25k·16薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>20210127205707</td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>https://www.liepin.com/job/1935487043.shtml</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>沪深A股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>{\"jobId\":\"51948697\",\"recruiterName\":\"张女士\",\"job...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>张女士</td>\n",
       "      <td>项目主管</td>\n",
       "      <td>False</td>\n",
       "      <td>e396ce93517a579e4f9742af3b6a500a</td>\n",
       "      <td>2</td>\n",
       "      <td>741d5b04c3e520f3929097010953809b</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>...</td>\n",
       "      <td>16-21k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>20220817112353</td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>https://www.liepin.com/job/1951948697.shtml</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>大专</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>{\"jobId\":\"46422825\",\"recruiterName\":\"李女士\",\"job...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>李女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>False</td>\n",
       "      <td>cf91f2908e85194bf4067025f1d6ce6f</td>\n",
       "      <td>2</td>\n",
       "      <td>b7df1e1d1392ed9d09096d3e4b0e57ee</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>...</td>\n",
       "      <td>10-22k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>20220114164958</td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>https://www.liepin.com/job/1946422825.shtml</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>B轮</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>800 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           dataParams  \\\n",
       "0   {\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u...   \n",
       "1   {\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u...   \n",
       "2   {\"recruiterPhoto\":\"632c1b32b231a360aab3620f02u...   \n",
       "3   {\"recruiterPhoto\":\"5f8f986c79c7cc70efbf36c808u...   \n",
       "4   {\"recruiterPhoto\":\"5f8f986c79c7cc70efbf36c808u...   \n",
       "..                                                ...   \n",
       "35  {\"jobId\":\"51434799\",\"recruiterName\":\"庄女士\",\"job...   \n",
       "36  {\"jobId\":\"48367769\",\"recruiterName\":\"温女士\",\"job...   \n",
       "37  {\"jobId\":\"35487043\",\"recruiterName\":\"王先生\",\"job...   \n",
       "38  {\"jobId\":\"51948697\",\"recruiterName\":\"张女士\",\"job...   \n",
       "39  {\"jobId\":\"46422825\",\"recruiterName\":\"李女士\",\"job...   \n",
       "\n",
       "                                             dataInfo  \\\n",
       "0   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "1   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "2   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "3   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "4   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "..                                                ...   \n",
       "35  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "36  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "37  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "38  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "39  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "\n",
       "           recruiter.recruiterPhoto recruiter.recruiterName  \\\n",
       "0   5f8f986779c7cc70efbf36c008u.jpg                     梁女士   \n",
       "1   5f8f9863f6d1ab58476f246a08u.jpg                     薛女士   \n",
       "2   632c1b32b231a360aab3620f02u.png                     丘先生   \n",
       "3   5f8f986c79c7cc70efbf36c808u.jpg                     李先生   \n",
       "4   5f8f986c79c7cc70efbf36c808u.jpg                     李先生   \n",
       "..                              ...                     ...   \n",
       "35  5f8f986779c7cc70efbf36c008u.jpg                     庄女士   \n",
       "36  5f8f9863f6d1ab58476f246a08u.jpg                     温女士   \n",
       "37  5f8f98698dbe6273dcf8516008u.jpg                     王先生   \n",
       "38  5f8f986779c7cc70efbf36c008u.jpg                     张女士   \n",
       "39  5f8f986779c7cc70efbf36c008u.jpg                     李女士   \n",
       "\n",
       "   recruiter.recruiterTitle  recruiter.chatted  \\\n",
       "0                      HRBP              False   \n",
       "1                        人事              False   \n",
       "2                                        False   \n",
       "3                                        False   \n",
       "4                                        False   \n",
       "..                      ...                ...   \n",
       "35                     hrbp              False   \n",
       "36                                       False   \n",
       "37               Web前端开发工程师              False   \n",
       "38                     项目主管              False   \n",
       "39                       HR              False   \n",
       "\n",
       "                      recruiter.imId recruiter.imUserType  \\\n",
       "0   d5450b5c3c82e32b5d79fdba0a3967fa                    2   \n",
       "1   fe8c0221b3aeb6a20f3a35e5419a4a05                    2   \n",
       "2   bfdae2ccf3d0793dc113e61f65e6c038                    2   \n",
       "3   97dc07774505884cc15a5e4f528462cc                    2   \n",
       "4   97dc07774505884cc15a5e4f528462cc                    2   \n",
       "..                               ...                  ...   \n",
       "35  0db4485cd390e48917c4cef3d8aaac05                    2   \n",
       "36  cb1a1aa1fd2d2d7499eeb040770b0b48                    2   \n",
       "37  4ecd173e6de930cb8b0ca3877d009dea                    2   \n",
       "38  e396ce93517a579e4f9742af3b6a500a                    2   \n",
       "39  cf91f2908e85194bf4067025f1d6ce6f                    2   \n",
       "\n",
       "               recruiter.recruiterId comp.compScale  ...  job.salary  job.dq  \\\n",
       "0   004aa3658f4570155d0841e5265bbb1f       100-499人  ...        4-6k      广州   \n",
       "1   cc6da5cf9b8ff9923c8c22cac5907faf          1-49人  ...  10-15k·13薪  广州-海珠区   \n",
       "2   3011f8bd93ff2f4ac6dfb1aba0dd34db       500-999人  ...  15-25k·15薪  广州-黄埔区   \n",
       "3   613a55839fd84e87e5e218426ff50db6                 ...  15-22k·13薪  广州-天河区   \n",
       "4   613a55839fd84e87e5e218426ff50db6                 ...  15-22k·13薪  广州-番禺区   \n",
       "..                               ...            ...  ...         ...     ...   \n",
       "35  c3e7bf4af0cd627720471562d859c89d     1000-2000人  ...      10-20k  广州-天河区   \n",
       "36  778281beccd054acd3e0e82549cbf0d6       10000人以上  ...  12-18k·20薪      广州   \n",
       "37  c0ef1fe5ee758285aa67c7d5ecde2c9c    5000-10000人  ...  20-25k·16薪      广州   \n",
       "38  741d5b04c3e520f3929097010953809b       10000人以上  ...      16-21k  广州-海珠区   \n",
       "39  b7df1e1d1392ed9d09096d3e4b0e57ee       100-499人  ...      10-22k  广州-天河区   \n",
       "\n",
       "    job.refreshTime job.jobKind job.pcOuterLink job.h5OuterLink  \\\n",
       "0    20230531134003           2                                   \n",
       "1    20230526164951           2                                   \n",
       "2    20230120235144           2                                   \n",
       "3    20230531105848           2                                   \n",
       "4    20230531105848           2                                   \n",
       "..              ...         ...             ...             ...   \n",
       "35   20220727110607           2                                   \n",
       "36   20220722163240           2                                   \n",
       "37   20210127205707           2                                   \n",
       "38   20220817112353           2                                   \n",
       "39   20220114164958           2                                   \n",
       "\n",
       "                                       job.link job.requireWorkYears  \\\n",
       "0   https://www.liepin.com/job/1958280991.shtml                 1-3年   \n",
       "1   https://www.liepin.com/job/1958757497.shtml                 3-5年   \n",
       "2   https://www.liepin.com/job/1953383459.shtml                5-10年   \n",
       "3   https://www.liepin.com/job/1958761203.shtml                 1-3年   \n",
       "4   https://www.liepin.com/job/1958761205.shtml                 1-3年   \n",
       "..                                          ...                  ...   \n",
       "35  https://www.liepin.com/job/1951434799.shtml                 3-5年   \n",
       "36  https://www.liepin.com/job/1948367769.shtml                 3-5年   \n",
       "37  https://www.liepin.com/job/1935487043.shtml                 3-5年   \n",
       "38  https://www.liepin.com/job/1951948697.shtml                5-10年   \n",
       "39  https://www.liepin.com/job/1946422825.shtml                 3-5年   \n",
       "\n",
       "   job.requireEduLevel  comp.compStage  \n",
       "0                 统招本科             NaN  \n",
       "1                 统招本科             NaN  \n",
       "2                 统招本科             NaN  \n",
       "3                 统招本科             NaN  \n",
       "4                 统招本科             NaN  \n",
       "..                 ...             ...  \n",
       "35                  本科             NaN  \n",
       "36                统招本科             NaN  \n",
       "37                  本科          沪深A股上市  \n",
       "38                  大专             已上市  \n",
       "39                  本科              B轮  \n",
       "\n",
       "[800 rows x 31 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.concat(response_df)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "1b7f1301",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'前端开发'"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "key = payload['data']['mainSearchPcConditionForm']['key']\n",
    "key"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aa71966a",
   "metadata": {},
   "source": [
    "## 数据存储"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "32998a40",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "import time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "2a6a6ce5",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "time.struct_time(tm_year=2023, tm_mon=5, tm_mday=31, tm_hour=20, tm_min=55, tm_sec=13, tm_wday=2, tm_yday=151, tm_isdst=0)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "time.localtime()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "ad52ba55",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'531_2055'"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "output_time = str(time.localtime().tm_mon)\\\n",
    "             +str(time.localtime().tm_mday)+'_'\\\n",
    "             +str(time.localtime().tm_hour) \\\n",
    "             +str(time.localtime().tm_min)\n",
    "output_time "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "1d2de632",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# 按照职位名称和时间导出文件\n",
    "df.to_excel( key +'_liepin_'+output_time+'.xlsx')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f6511a95",
   "metadata": {},
   "source": [
    "# 数据分析\n",
    "\n",
    "> 1. Pandas/Numpy\n",
    "> 2. Pyecharts(bokeh、matplotlab、seaborn、echarts、Tebleau)/更考虑用户的体验"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "ae96f73c",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "af2682c2",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>dataParams</th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>recruiter.recruiterPhoto</th>\n",
       "      <th>recruiter.recruiterName</th>\n",
       "      <th>recruiter.recruiterTitle</th>\n",
       "      <th>recruiter.chatted</th>\n",
       "      <th>recruiter.imId</th>\n",
       "      <th>recruiter.imUserType</th>\n",
       "      <th>recruiter.recruiterId</th>\n",
       "      <th>...</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.refreshTime</th>\n",
       "      <th>job.jobKind</th>\n",
       "      <th>job.pcOuterLink</th>\n",
       "      <th>job.h5OuterLink</th>\n",
       "      <th>job.link</th>\n",
       "      <th>job.requireWorkYears</th>\n",
       "      <th>job.requireEduLevel</th>\n",
       "      <th>comp.compStage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>{\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>梁女士</td>\n",
       "      <td>HRBP</td>\n",
       "      <td>False</td>\n",
       "      <td>d5450b5c3c82e32b5d79fdba0a3967fa</td>\n",
       "      <td>2.0</td>\n",
       "      <td>004aa3658f4570155d0841e5265bbb1f</td>\n",
       "      <td>...</td>\n",
       "      <td>4-6k</td>\n",
       "      <td>广州</td>\n",
       "      <td>20230531134003</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/job/1958280991.shtml</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>{\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>薛女士</td>\n",
       "      <td>人事</td>\n",
       "      <td>False</td>\n",
       "      <td>fe8c0221b3aeb6a20f3a35e5419a4a05</td>\n",
       "      <td>2.0</td>\n",
       "      <td>cc6da5cf9b8ff9923c8c22cac5907faf</td>\n",
       "      <td>...</td>\n",
       "      <td>10-15k·13薪</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>20230526164951</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/job/1958757497.shtml</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>{\"recruiterPhoto\":\"632c1b32b231a360aab3620f02u...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>632c1b32b231a360aab3620f02u.png</td>\n",
       "      <td>丘先生</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>bfdae2ccf3d0793dc113e61f65e6c038</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3011f8bd93ff2f4ac6dfb1aba0dd34db</td>\n",
       "      <td>...</td>\n",
       "      <td>15-25k·15薪</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>20230120235144</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/job/1953383459.shtml</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>{\"recruiterPhoto\":\"5f8f986c79c7cc70efbf36c808u...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>5f8f986c79c7cc70efbf36c808u.jpg</td>\n",
       "      <td>李先生</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>97dc07774505884cc15a5e4f528462cc</td>\n",
       "      <td>2.0</td>\n",
       "      <td>613a55839fd84e87e5e218426ff50db6</td>\n",
       "      <td>...</td>\n",
       "      <td>15-22k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>20230531105848</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/job/1958761203.shtml</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>{\"recruiterPhoto\":\"5f8f986c79c7cc70efbf36c808u...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...</td>\n",
       "      <td>5f8f986c79c7cc70efbf36c808u.jpg</td>\n",
       "      <td>李先生</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>97dc07774505884cc15a5e4f528462cc</td>\n",
       "      <td>2.0</td>\n",
       "      <td>613a55839fd84e87e5e218426ff50db6</td>\n",
       "      <td>...</td>\n",
       "      <td>15-22k·13薪</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>20230531105848</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/job/1958761205.shtml</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>795</th>\n",
       "      <td>35</td>\n",
       "      <td>{\"jobId\":\"51434799\",\"recruiterName\":\"庄女士\",\"job...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>庄女士</td>\n",
       "      <td>hrbp</td>\n",
       "      <td>False</td>\n",
       "      <td>0db4485cd390e48917c4cef3d8aaac05</td>\n",
       "      <td>2.0</td>\n",
       "      <td>c3e7bf4af0cd627720471562d859c89d</td>\n",
       "      <td>...</td>\n",
       "      <td>10-20k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>20220727110607</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/job/1951434799.shtml</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>796</th>\n",
       "      <td>36</td>\n",
       "      <td>{\"jobId\":\"48367769\",\"recruiterName\":\"温女士\",\"job...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>温女士</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>cb1a1aa1fd2d2d7499eeb040770b0b48</td>\n",
       "      <td>2.0</td>\n",
       "      <td>778281beccd054acd3e0e82549cbf0d6</td>\n",
       "      <td>...</td>\n",
       "      <td>12-18k·20薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>20220722163240</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/job/1948367769.shtml</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>797</th>\n",
       "      <td>37</td>\n",
       "      <td>{\"jobId\":\"35487043\",\"recruiterName\":\"王先生\",\"job...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>5f8f98698dbe6273dcf8516008u.jpg</td>\n",
       "      <td>王先生</td>\n",
       "      <td>Web前端开发工程师</td>\n",
       "      <td>False</td>\n",
       "      <td>4ecd173e6de930cb8b0ca3877d009dea</td>\n",
       "      <td>2.0</td>\n",
       "      <td>c0ef1fe5ee758285aa67c7d5ecde2c9c</td>\n",
       "      <td>...</td>\n",
       "      <td>20-25k·16薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>20210127205707</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/job/1935487043.shtml</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>沪深A股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>798</th>\n",
       "      <td>38</td>\n",
       "      <td>{\"jobId\":\"51948697\",\"recruiterName\":\"张女士\",\"job...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>张女士</td>\n",
       "      <td>项目主管</td>\n",
       "      <td>False</td>\n",
       "      <td>e396ce93517a579e4f9742af3b6a500a</td>\n",
       "      <td>2.0</td>\n",
       "      <td>741d5b04c3e520f3929097010953809b</td>\n",
       "      <td>...</td>\n",
       "      <td>16-21k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>20220817112353</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/job/1951948697.shtml</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>大专</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>799</th>\n",
       "      <td>39</td>\n",
       "      <td>{\"jobId\":\"46422825\",\"recruiterName\":\"李女士\",\"job...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>李女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>False</td>\n",
       "      <td>cf91f2908e85194bf4067025f1d6ce6f</td>\n",
       "      <td>2.0</td>\n",
       "      <td>b7df1e1d1392ed9d09096d3e4b0e57ee</td>\n",
       "      <td>...</td>\n",
       "      <td>10-22k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>20220114164958</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/job/1946422825.shtml</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>B轮</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>800 rows × 32 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Unnamed: 0                                         dataParams  \\\n",
       "0             0  {\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u...   \n",
       "1             1  {\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u...   \n",
       "2             2  {\"recruiterPhoto\":\"632c1b32b231a360aab3620f02u...   \n",
       "3             3  {\"recruiterPhoto\":\"5f8f986c79c7cc70efbf36c808u...   \n",
       "4             4  {\"recruiterPhoto\":\"5f8f986c79c7cc70efbf36c808u...   \n",
       "..          ...                                                ...   \n",
       "795          35  {\"jobId\":\"51434799\",\"recruiterName\":\"庄女士\",\"job...   \n",
       "796          36  {\"jobId\":\"48367769\",\"recruiterName\":\"温女士\",\"job...   \n",
       "797          37  {\"jobId\":\"35487043\",\"recruiterName\":\"王先生\",\"job...   \n",
       "798          38  {\"jobId\":\"51948697\",\"recruiterName\":\"张女士\",\"job...   \n",
       "799          39  {\"jobId\":\"46422825\",\"recruiterName\":\"李女士\",\"job...   \n",
       "\n",
       "                                              dataInfo  \\\n",
       "0    %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "1    %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "2    %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "3    %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "4    %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       "..                                                 ...   \n",
       "795  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "796  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "797  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "798  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "799  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "\n",
       "            recruiter.recruiterPhoto recruiter.recruiterName  \\\n",
       "0    5f8f986779c7cc70efbf36c008u.jpg                     梁女士   \n",
       "1    5f8f9863f6d1ab58476f246a08u.jpg                     薛女士   \n",
       "2    632c1b32b231a360aab3620f02u.png                     丘先生   \n",
       "3    5f8f986c79c7cc70efbf36c808u.jpg                     李先生   \n",
       "4    5f8f986c79c7cc70efbf36c808u.jpg                     李先生   \n",
       "..                               ...                     ...   \n",
       "795  5f8f986779c7cc70efbf36c008u.jpg                     庄女士   \n",
       "796  5f8f9863f6d1ab58476f246a08u.jpg                     温女士   \n",
       "797  5f8f98698dbe6273dcf8516008u.jpg                     王先生   \n",
       "798  5f8f986779c7cc70efbf36c008u.jpg                     张女士   \n",
       "799  5f8f986779c7cc70efbf36c008u.jpg                     李女士   \n",
       "\n",
       "    recruiter.recruiterTitle  recruiter.chatted  \\\n",
       "0                       HRBP              False   \n",
       "1                         人事              False   \n",
       "2                        NaN              False   \n",
       "3                        NaN              False   \n",
       "4                        NaN              False   \n",
       "..                       ...                ...   \n",
       "795                     hrbp              False   \n",
       "796                      NaN              False   \n",
       "797               Web前端开发工程师              False   \n",
       "798                     项目主管              False   \n",
       "799                       HR              False   \n",
       "\n",
       "                       recruiter.imId  recruiter.imUserType  \\\n",
       "0    d5450b5c3c82e32b5d79fdba0a3967fa                   2.0   \n",
       "1    fe8c0221b3aeb6a20f3a35e5419a4a05                   2.0   \n",
       "2    bfdae2ccf3d0793dc113e61f65e6c038                   2.0   \n",
       "3    97dc07774505884cc15a5e4f528462cc                   2.0   \n",
       "4    97dc07774505884cc15a5e4f528462cc                   2.0   \n",
       "..                                ...                   ...   \n",
       "795  0db4485cd390e48917c4cef3d8aaac05                   2.0   \n",
       "796  cb1a1aa1fd2d2d7499eeb040770b0b48                   2.0   \n",
       "797  4ecd173e6de930cb8b0ca3877d009dea                   2.0   \n",
       "798  e396ce93517a579e4f9742af3b6a500a                   2.0   \n",
       "799  cf91f2908e85194bf4067025f1d6ce6f                   2.0   \n",
       "\n",
       "                recruiter.recruiterId  ...  job.salary  job.dq  \\\n",
       "0    004aa3658f4570155d0841e5265bbb1f  ...        4-6k      广州   \n",
       "1    cc6da5cf9b8ff9923c8c22cac5907faf  ...  10-15k·13薪  广州-海珠区   \n",
       "2    3011f8bd93ff2f4ac6dfb1aba0dd34db  ...  15-25k·15薪  广州-黄埔区   \n",
       "3    613a55839fd84e87e5e218426ff50db6  ...  15-22k·13薪  广州-天河区   \n",
       "4    613a55839fd84e87e5e218426ff50db6  ...  15-22k·13薪  广州-番禺区   \n",
       "..                                ...  ...         ...     ...   \n",
       "795  c3e7bf4af0cd627720471562d859c89d  ...      10-20k  广州-天河区   \n",
       "796  778281beccd054acd3e0e82549cbf0d6  ...  12-18k·20薪      广州   \n",
       "797  c0ef1fe5ee758285aa67c7d5ecde2c9c  ...  20-25k·16薪      广州   \n",
       "798  741d5b04c3e520f3929097010953809b  ...      16-21k  广州-海珠区   \n",
       "799  b7df1e1d1392ed9d09096d3e4b0e57ee  ...      10-22k  广州-天河区   \n",
       "\n",
       "    job.refreshTime  job.jobKind job.pcOuterLink job.h5OuterLink  \\\n",
       "0    20230531134003            2             NaN             NaN   \n",
       "1    20230526164951            2             NaN             NaN   \n",
       "2    20230120235144            2             NaN             NaN   \n",
       "3    20230531105848            2             NaN             NaN   \n",
       "4    20230531105848            2             NaN             NaN   \n",
       "..              ...          ...             ...             ...   \n",
       "795  20220727110607            2             NaN             NaN   \n",
       "796  20220722163240            2             NaN             NaN   \n",
       "797  20210127205707            2             NaN             NaN   \n",
       "798  20220817112353            2             NaN             NaN   \n",
       "799  20220114164958            2             NaN             NaN   \n",
       "\n",
       "                                        job.link job.requireWorkYears  \\\n",
       "0    https://www.liepin.com/job/1958280991.shtml                 1-3年   \n",
       "1    https://www.liepin.com/job/1958757497.shtml                 3-5年   \n",
       "2    https://www.liepin.com/job/1953383459.shtml                5-10年   \n",
       "3    https://www.liepin.com/job/1958761203.shtml                 1-3年   \n",
       "4    https://www.liepin.com/job/1958761205.shtml                 1-3年   \n",
       "..                                           ...                  ...   \n",
       "795  https://www.liepin.com/job/1951434799.shtml                 3-5年   \n",
       "796  https://www.liepin.com/job/1948367769.shtml                 3-5年   \n",
       "797  https://www.liepin.com/job/1935487043.shtml                 3-5年   \n",
       "798  https://www.liepin.com/job/1951948697.shtml                5-10年   \n",
       "799  https://www.liepin.com/job/1946422825.shtml                 3-5年   \n",
       "\n",
       "    job.requireEduLevel  comp.compStage  \n",
       "0                  统招本科             NaN  \n",
       "1                  统招本科             NaN  \n",
       "2                  统招本科             NaN  \n",
       "3                  统招本科             NaN  \n",
       "4                  统招本科             NaN  \n",
       "..                  ...             ...  \n",
       "795                  本科             NaN  \n",
       "796                统招本科             NaN  \n",
       "797                  本科          沪深A股上市  \n",
       "798                  大专             已上市  \n",
       "799                  本科              B轮  \n",
       "\n",
       "[800 rows x 32 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_excel(key+'_liepin_'+output_time+'.xlsx')\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "e14c166d",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\r\n",
      "RangeIndex: 800 entries, 0 to 799\r\n",
      "Data columns (total 32 columns):\r\n",
      " #   Column                    Non-Null Count  Dtype  \r\n",
      "---  ------                    --------------  -----  \r\n",
      " 0   Unnamed: 0                800 non-null    int64  \r\n",
      " 1   dataParams                800 non-null    object \r\n",
      " 2   dataInfo                  800 non-null    object \r\n",
      " 3   recruiter.recruiterPhoto  800 non-null    object \r\n",
      " 4   recruiter.recruiterName   800 non-null    object \r\n",
      " 5   recruiter.recruiterTitle  709 non-null    object \r\n",
      " 6   recruiter.chatted         800 non-null    bool   \r\n",
      " 7   recruiter.imId            798 non-null    object \r\n",
      " 8   recruiter.imUserType      798 non-null    float64\r\n",
      " 9   recruiter.recruiterId     798 non-null    object \r\n",
      " 10  comp.compScale            769 non-null    object \r\n",
      " 11  comp.compLogo             800 non-null    object \r\n",
      " 12  comp.compName             800 non-null    object \r\n",
      " 13  comp.compId               743 non-null    float64\r\n",
      " 14  comp.compIndustry         794 non-null    object \r\n",
      " 15  comp.link                 741 non-null    object \r\n",
      " 16  job.labels                800 non-null    object \r\n",
      " 17  job.dataPromId            800 non-null    object \r\n",
      " 18  job.title                 800 non-null    object \r\n",
      " 19  job.jobId                 800 non-null    int64  \r\n",
      " 20  job.advViewFlag           800 non-null    bool   \r\n",
      " 21  job.topJob                800 non-null    bool   \r\n",
      " 22  job.salary                800 non-null    object \r\n",
      " 23  job.dq                    800 non-null    object \r\n",
      " 24  job.refreshTime           800 non-null    int64  \r\n",
      " 25  job.jobKind               800 non-null    int64  \r\n",
      " 26  job.pcOuterLink           0 non-null      float64\r\n",
      " 27  job.h5OuterLink           0 non-null      float64\r\n",
      " 28  job.link                  800 non-null    object \r\n",
      " 29  job.requireWorkYears      800 non-null    object \r\n",
      " 30  job.requireEduLevel       800 non-null    object \r\n",
      " 31  comp.compStage            429 non-null    object \r\n",
      "dtypes: bool(3), float64(4), int64(4), object(21)\r\n",
      "memory usage: 183.7+ KB\r\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9bf806de",
   "metadata": {},
   "source": [
    "## 筛选存在数据分析价值的列"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "048c64d5",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.refreshTime</th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.topJob</th>\n",
       "      <th>job.requireWorkYears</th>\n",
       "      <th>job.requireEduLevel</th>\n",
       "      <th>comp.compStage</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.compScale</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>['前端开发', 'ElementUI', 'uni-app', '后端开发', 'HTML...</td>\n",
       "      <td>20230531134003</td>\n",
       "      <td>初级前端开发工程师</td>\n",
       "      <td>4-6k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>蚁米控股有限公司</td>\n",
       "      <td>区块链</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>['前端开发', '架构设计', 'Vue', '移动开发', 'Node.js', 'HT...</td>\n",
       "      <td>20230526164951</td>\n",
       "      <td>WEB前端开发工程师</td>\n",
       "      <td>10-15k·13薪</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>南京制典网络科技有限公司</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>1-49人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>['前端开发']</td>\n",
       "      <td>20230120235144</td>\n",
       "      <td>前端开发工程师 (MJ000397)</td>\n",
       "      <td>15-25k·15薪</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>三晶电气</td>\n",
       "      <td>电气机械/器材</td>\n",
       "      <td>500-999人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>['前端开发', '界面开发', 'React', 'jQuery', 'CSS', 'HT...</td>\n",
       "      <td>20230531105848</td>\n",
       "      <td>前端开发工程师-五险一金13薪</td>\n",
       "      <td>15-22k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>前海豆米</td>\n",
       "      <td>互联网</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>['前端开发', '界面开发', 'React', 'jQuery', 'CSS', 'HT...</td>\n",
       "      <td>20230531105848</td>\n",
       "      <td>前端开发工程师-五险一金13薪</td>\n",
       "      <td>15-22k·13薪</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>False</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>前海豆米</td>\n",
       "      <td>互联网</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>795</th>\n",
       "      <td>['WebRTC', 'Vue', 'React', '框架设计', '框架开发']</td>\n",
       "      <td>20220727110607</td>\n",
       "      <td>中高级前端开发工程师</td>\n",
       "      <td>10-20k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>广州南天</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>1000-2000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>796</th>\n",
       "      <td>[]</td>\n",
       "      <td>20220722163240</td>\n",
       "      <td>中级前端开发工程师(TypeScript)</td>\n",
       "      <td>12-18k·20薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>中国联通广东省分公司</td>\n",
       "      <td>运营商/增值服务</td>\n",
       "      <td>10000人以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>797</th>\n",
       "      <td>['javascript', 'css3', 'react', 'vue', 'webpac...</td>\n",
       "      <td>20210127205707</td>\n",
       "      <td>WEB前端开发工程师</td>\n",
       "      <td>20-25k·16薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>沪深A股上市</td>\n",
       "      <td>视源股份</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>5000-10000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>798</th>\n",
       "      <td>['Angular']</td>\n",
       "      <td>20220817112353</td>\n",
       "      <td>WEB前端开发工程师</td>\n",
       "      <td>16-21k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>大专</td>\n",
       "      <td>已上市</td>\n",
       "      <td>法本信息</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>10000人以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>799</th>\n",
       "      <td>['后端开发', 'Node.js', 'MVVM', 'MVC', 'Less', 'Sa...</td>\n",
       "      <td>20220114164958</td>\n",
       "      <td>WEB前端开发工程师</td>\n",
       "      <td>10-22k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>B轮</td>\n",
       "      <td>广州千鸟电商科技有限公司</td>\n",
       "      <td>互联网</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>800 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            job.labels  job.refreshTime  \\\n",
       "0    ['前端开发', 'ElementUI', 'uni-app', '后端开发', 'HTML...   20230531134003   \n",
       "1    ['前端开发', '架构设计', 'Vue', '移动开发', 'Node.js', 'HT...   20230526164951   \n",
       "2                                             ['前端开发']   20230120235144   \n",
       "3    ['前端开发', '界面开发', 'React', 'jQuery', 'CSS', 'HT...   20230531105848   \n",
       "4    ['前端开发', '界面开发', 'React', 'jQuery', 'CSS', 'HT...   20230531105848   \n",
       "..                                                 ...              ...   \n",
       "795         ['WebRTC', 'Vue', 'React', '框架设计', '框架开发']   20220727110607   \n",
       "796                                                 []   20220722163240   \n",
       "797  ['javascript', 'css3', 'react', 'vue', 'webpac...   20210127205707   \n",
       "798                                        ['Angular']   20220817112353   \n",
       "799  ['后端开发', 'Node.js', 'MVVM', 'MVC', 'Less', 'Sa...   20220114164958   \n",
       "\n",
       "                 job.title  job.salary  job.dq  job.topJob  \\\n",
       "0                初级前端开发工程师        4-6k      广州       False   \n",
       "1               WEB前端开发工程师  10-15k·13薪  广州-海珠区       False   \n",
       "2       前端开发工程师 (MJ000397)  15-25k·15薪  广州-黄埔区       False   \n",
       "3          前端开发工程师-五险一金13薪  15-22k·13薪  广州-天河区       False   \n",
       "4          前端开发工程师-五险一金13薪  15-22k·13薪  广州-番禺区       False   \n",
       "..                     ...         ...     ...         ...   \n",
       "795             中高级前端开发工程师      10-20k  广州-天河区       False   \n",
       "796  中级前端开发工程师(TypeScript)  12-18k·20薪      广州       False   \n",
       "797             WEB前端开发工程师  20-25k·16薪      广州       False   \n",
       "798             WEB前端开发工程师      16-21k  广州-海珠区       False   \n",
       "799             WEB前端开发工程师      10-22k  广州-天河区       False   \n",
       "\n",
       "    job.requireWorkYears job.requireEduLevel comp.compStage comp.compName  \\\n",
       "0                   1-3年                统招本科            NaN      蚁米控股有限公司   \n",
       "1                   3-5年                统招本科            NaN  南京制典网络科技有限公司   \n",
       "2                  5-10年                统招本科            NaN          三晶电气   \n",
       "3                   1-3年                统招本科            NaN          前海豆米   \n",
       "4                   1-3年                统招本科            NaN          前海豆米   \n",
       "..                   ...                 ...            ...           ...   \n",
       "795                 3-5年                  本科            NaN          广州南天   \n",
       "796                 3-5年                统招本科            NaN    中国联通广东省分公司   \n",
       "797                 3-5年                  本科         沪深A股上市          视源股份   \n",
       "798                5-10年                  大专            已上市          法本信息   \n",
       "799                 3-5年                  本科             B轮  广州千鸟电商科技有限公司   \n",
       "\n",
       "    comp.compIndustry comp.compScale  \n",
       "0                 区块链       100-499人  \n",
       "1               计算机软件          1-49人  \n",
       "2             电气机械/器材       500-999人  \n",
       "3                 互联网            NaN  \n",
       "4                 互联网            NaN  \n",
       "..                ...            ...  \n",
       "795             计算机软件     1000-2000人  \n",
       "796          运营商/增值服务       10000人以上  \n",
       "797             计算机软件    5000-10000人  \n",
       "798              IT服务       10000人以上  \n",
       "799               互联网       100-499人  \n",
       "\n",
       "[800 rows x 12 columns]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz =  df[['job.labels','job.refreshTime','job.title','job.salary','job.dq','job.topJob','job.requireWorkYears','job.requireEduLevel','comp.compStage','comp.compName','comp.compIndustry','comp.compScale']]\n",
    "df_PM_gz"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "66931fa5",
   "metadata": {},
   "source": [
    "## 广州的PM地区分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "40af9bd5",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "广州        227\n",
       "广州-天河区    227\n",
       "广州-黄埔区    110\n",
       "广州-海珠区     76\n",
       "广州-番禺区     75\n",
       "广州-越秀区     41\n",
       "广州-白云区     23\n",
       "广州-荔湾区     10\n",
       "广州-南沙区      5\n",
       "广州-增城区      4\n",
       "广州-花都区      2\n",
       "Name: job.dq, dtype: int64"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz['job.dq'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "6e2e2626",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['天河区', '黄埔区', '海珠区', '番禺区', '越秀区', '白云区', '荔湾区', '南沙区', '增城区', '花都区']"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "广州地区 = [  i.split('-')[1]       for i in df_PM_gz['job.dq'].value_counts().index.tolist()[1:]]\n",
    "广州地区"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "6c2a3f0f",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[227, 110, 76, 75, 41, 23, 10, 5, 4, 2]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "广州_岗位个数 = df_PM_gz['job.dq'].value_counts().values.tolist()[1:]\n",
    "广州_岗位个数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "1d6a1a77",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# 可视化：以可视化工具数据形态符合的数据进行输入\n",
    "\n",
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import Map\n",
    "from pyecharts.faker import Faker\n",
    "\n",
    "c = (\n",
    "    Map()\n",
    "    .add(\"广州\", [list(z) for z in zip(广州地区, 广州_岗位个数)], \"广州\")\n",
    "    .set_global_opts(\n",
    "        title_opts=opts.TitleOpts(title=\"Map-广州地图\"), visualmap_opts=opts.VisualMapOpts()\n",
    "    )\n",
    "    .render( key+\"_dq_map_地区分布_\"+output_time+\".html\")\n",
    ")\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2eeb9e36",
   "metadata": {},
   "source": [
    "## 职位分布\n",
    "\n",
    "* 知识点：dataframe字符串处理\n",
    "> 1. [pandas.series.str](https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.str.html)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "b865f4c9",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0                  初级前端开发工程师\n",
       "1                 WEB前端开发工程师\n",
       "2         前端开发工程师 (MJ000397)\n",
       "3            前端开发工程师-五险一金13薪\n",
       "4            前端开发工程师-五险一金13薪\n",
       "               ...          \n",
       "795               中高级前端开发工程师\n",
       "796    中级前端开发工程师(TypeScript)\n",
       "797               WEB前端开发工程师\n",
       "798               WEB前端开发工程师\n",
       "799               WEB前端开发工程师\n",
       "Name: job.title, Length: 800, dtype: object"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    " df_PM_gz['job.title']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "7bdd1791",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "11        前端开发工程师\n",
       "29        前端开发工程师\n",
       "30        前端开发工程师\n",
       "36        前端开发工程师\n",
       "37           前端开发\n",
       "          ...    \n",
       "737    Web前端开发工程师\n",
       "749       前端开发工程师\n",
       "766     急-资深前端工程师\n",
       "774       前端开发工程师\n",
       "777       前端开发工程师\n",
       "Name: job.title, Length: 89, dtype: object"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 还要合并回去原来的行\n",
    "df_PM_gz['job.title'][   df_PM_gz['job.title'].str.contains('（')   ].str.split('（').apply(lambda x:x[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "67ce6925",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "前端开发工程师              254\n",
       "web前端开发工程师            82\n",
       "高级前端开发工程师             78\n",
       "WEB前端开发工程师            67\n",
       "前端开发                  53\n",
       "                    ... \n",
       "前端开发工程师-GIS方向          1\n",
       "中级前端研发工程师              1\n",
       "前端开发工程师 - CC直播事业部      1\n",
       "WEB前端开发工程师--高级         1\n",
       "高级前端开发                 1\n",
       "Name: job.title, Length: 137, dtype: int64"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 处理过一些，清洗后的数据\n",
    "df_job_title = df_PM_gz['job.title'].apply(lambda x:x.split('（')[0].split('/')[0].split('(')[0]).value_counts()\n",
    "df_job_title"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "002d568f",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['前端开发工程师',\n",
       " 'web前端开发工程师',\n",
       " '高级前端开发工程师',\n",
       " 'WEB前端开发工程师',\n",
       " '前端开发',\n",
       " '中级前端开发工程师',\n",
       " 'Web前端开发工程师',\n",
       " '前端开发工程师-五险一金13薪',\n",
       " '资深前端开发工程师',\n",
       " 'WEB前端开发',\n",
       " '中高级前端开发工程师',\n",
       " 'web前端开发',\n",
       " '高级web前端开发工程师',\n",
       " '前端开发组长',\n",
       " '高级WEB前端开发工程师',\n",
       " '初级前端开发工程师',\n",
       " 'H5前端开发',\n",
       " '主任前端开发工程师',\n",
       " 'React前端开发工程师',\n",
       " 'H5前端开发工程师',\n",
       " '',\n",
       " '前端开发工程师 ',\n",
       " 'react前端开发工程师',\n",
       " 'Web前端开发工程师 ',\n",
       " 'React前端开发',\n",
       " '前端开发岗',\n",
       " 'H5游戏前端开发主程',\n",
       " '前端开发工程师-五险一金14薪',\n",
       " '前端开发实习生',\n",
       " '前端开发经理',\n",
       " '前端开发专家',\n",
       " '前端开发讲师',\n",
       " '3D前端开发工程师',\n",
       " '网站前端开发工程师',\n",
       " '高级',\n",
       " '前端react开发工程师',\n",
       " '数字前端开发工程师',\n",
       " '前端开发工程师rn-福利好',\n",
       " '前端开发工程师-休周末',\n",
       " '资深前端开发专家',\n",
       " '高级软件开发工程师',\n",
       " 'WEB 前端开发工程师',\n",
       " 'web前端开发维护工程师',\n",
       " 'YX07-前端开发工程师',\n",
       " '助理经理-前端开发',\n",
       " ' WEB前端开发工程师',\n",
       " 'Web3 高级前端开发工程师',\n",
       " 'web前端开发实习生',\n",
       " '中高级WEB前端开发工程师',\n",
       " 'wed前端开发',\n",
       " 'UI Developer-NCS',\n",
       " '元璟资本被投公司-聚水潭-高级前端开发工程师',\n",
       " 'html5前端开发工程师',\n",
       " '资深前端开发工程师-飞书',\n",
       " '中级Web前端开发工程师',\n",
       " '高级前端开发工程师-飞书文档',\n",
       " '移动前端开发',\n",
       " '游戏前端开发工程师',\n",
       " 'vue前端开发工程师',\n",
       " '腾讯微信QQ邮箱web前端开发',\n",
       " '前端开发【线上面试',\n",
       " 'Egret游戏前端开发',\n",
       " '前端开发工程师-16-18薪-双休-z',\n",
       " '前端开发-本部-英文面试-可在家办公',\n",
       " 'AEM前端开发工程师',\n",
       " '资深前端开发工程师-ED',\n",
       " '游戏前端H5开发工程师',\n",
       " 'ReactJS前端开发工程师 周末双休',\n",
       " '前端开发工程师-联通沃音乐',\n",
       " 'H5游戏前端开发工程师',\n",
       " '高级前端开发工程师-剪映',\n",
       " '前端开发工程师-研究院 ',\n",
       " '实施交付工程师',\n",
       " '二三维前端开发工程师',\n",
       " '前端UI开发工程师',\n",
       " '前端开发工程师—云运营二部',\n",
       " '前端开发工程师-飞书文档-渲染引擎方向',\n",
       " '前端开发专家-飞书人力套件',\n",
       " '前端开发工程师.',\n",
       " 'WebGL 前端开发工程',\n",
       " '资深前端开发工程师 ',\n",
       " '前端开发leader',\n",
       " 'web前端开发师',\n",
       " 'cocos前端开发',\n",
       " 'h5前端开发专家',\n",
       " '前端开发工程师-飞书文档',\n",
       " '急-资深前端工程师',\n",
       " '前端开发工程师-react',\n",
       " 'Web前端开发',\n",
       " 'MEC容器安全检测系统前端开发',\n",
       " 'wrb前端开发',\n",
       " '小程序前端开发工程师',\n",
       " 'WEB前端工程师',\n",
       " '大前端开发经理',\n",
       " '前端开发工程师-AC',\n",
       " '前端开发-react native开发岗位-双休加班少线上面试',\n",
       " '高级前端开发工程师-抖音',\n",
       " '前端技术开发工程师',\n",
       " '高级前端开发工程师-飞书人力套件',\n",
       " 'VUE前端开发高级工程师',\n",
       " '前端软件开发工程师',\n",
       " 'web前端小程序开发',\n",
       " '高级前端开发工程师-电商方向',\n",
       " '前端开发工程师岗',\n",
       " '创新事业群融媒体发展事业部-平台前端开发. C-广州.XKP',\n",
       " '数字化前端开发工程师',\n",
       " '白鹭前端开发',\n",
       " '前端工程师',\n",
       " 'Angular前端开发',\n",
       " '前端开发负责人',\n",
       " '前端开发工程师--自研非外包',\n",
       " '前端开发工程师-银行正编',\n",
       " '初中级Web前端开发工程师双休',\n",
       " '游戏web前端开发',\n",
       " '资产托管部前端开发岗',\n",
       " 'Web前端开发负责人',\n",
       " '中高级前端开发',\n",
       " '资深前端开发工程师  Senior Frontend Software Engineer',\n",
       " 'web前端开发高级工程师',\n",
       " '前端开发工程师 —飞书',\n",
       " '前端开发师',\n",
       " '前端开发-头部公募基金公司',\n",
       " '居家办公-全栈偏前端开发工程师-外企-需要英文敢说',\n",
       " '内推-前端开发-飞书SaaS产品',\n",
       " '高级前端开发工程师-react',\n",
       " '前端开发工程师-飞书人力套件',\n",
       " 'Front End 前端开发',\n",
       " '软件开发工程师 ',\n",
       " 'Technology-前端开发工程师',\n",
       " '通信开放事业部前端开发工程师',\n",
       " '移动端前端开发工程师',\n",
       " '前端开发工程师   ',\n",
       " '前端开发工程师-GIS方向',\n",
       " '中级前端研发工程师',\n",
       " '前端开发工程师 - CC直播事业部',\n",
       " 'WEB前端开发工程师--高级',\n",
       " '高级前端开发']"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_job_title.index.tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "02180275",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "137"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(df_job_title.index.tolist())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "e8c8f438",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[254,\n",
       " 82,\n",
       " 78,\n",
       " 67,\n",
       " 53,\n",
       " 21,\n",
       " 19,\n",
       " 18,\n",
       " 12,\n",
       " 10,\n",
       " 8,\n",
       " 7,\n",
       " 7,\n",
       " 5,\n",
       " 5,\n",
       " 4,\n",
       " 4,\n",
       " 4,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 3,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1]"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_job_title.values.tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "24635f28",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "前端开发工程师            204\n",
       "web前端开发工程师          73\n",
       "高级前端开发工程师           70\n",
       "WEB前端开发工程师          66\n",
       "前端开发                38\n",
       "                  ... \n",
       "小程序前端开发工程师           1\n",
       "资深前端开发专家             1\n",
       "前端开发工程师 （社交小程序）      1\n",
       "前端开发实习生（react）       1\n",
       "前端开发工程师（Vue方向）       1\n",
       "Name: job.title, Length: 240, dtype: int64"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 未处理字符串的数据（不太整洁和干净的数据）\n",
    "df_PM_gz['job.title'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "0a02f2bc",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('web前端开发工程师', 82),\n",
       " ('高级前端开发工程师', 78),\n",
       " ('WEB前端开发工程师', 67),\n",
       " ('前端开发', 53),\n",
       " ('中级前端开发工程师', 21),\n",
       " ('Web前端开发工程师', 19),\n",
       " ('前端开发工程师-五险一金13薪', 18),\n",
       " ('资深前端开发工程师', 12),\n",
       " ('WEB前端开发', 10),\n",
       " ('中高级前端开发工程师', 8),\n",
       " ('web前端开发', 7),\n",
       " ('高级web前端开发工程师', 7),\n",
       " ('前端开发组长', 5),\n",
       " ('高级WEB前端开发工程师', 5),\n",
       " ('初级前端开发工程师', 4),\n",
       " ('H5前端开发', 4),\n",
       " ('主任前端开发工程师', 4),\n",
       " ('React前端开发工程师', 3),\n",
       " ('H5前端开发工程师', 3),\n",
       " ('', 3),\n",
       " ('前端开发工程师 ', 3),\n",
       " ('react前端开发工程师', 2),\n",
       " ('Web前端开发工程师 ', 2),\n",
       " ('React前端开发', 2),\n",
       " ('前端开发岗', 2),\n",
       " ('H5游戏前端开发主程', 2),\n",
       " ('前端开发工程师-五险一金14薪', 2),\n",
       " ('前端开发实习生', 2),\n",
       " ('前端开发经理', 2),\n",
       " ('前端开发专家', 2),\n",
       " ('前端开发讲师', 2),\n",
       " ('3D前端开发工程师', 2),\n",
       " ('网站前端开发工程师', 2),\n",
       " ('高级', 2),\n",
       " ('前端react开发工程师', 2),\n",
       " ('数字前端开发工程师', 2),\n",
       " ('前端开发工程师rn-福利好', 1),\n",
       " ('前端开发工程师-休周末', 1),\n",
       " ('资深前端开发专家', 1),\n",
       " ('高级软件开发工程师', 1),\n",
       " ('WEB 前端开发工程师', 1),\n",
       " ('web前端开发维护工程师', 1),\n",
       " ('YX07-前端开发工程师', 1),\n",
       " ('助理经理-前端开发', 1),\n",
       " (' WEB前端开发工程师', 1),\n",
       " ('Web3 高级前端开发工程师', 1),\n",
       " ('web前端开发实习生', 1),\n",
       " ('中高级WEB前端开发工程师', 1),\n",
       " ('wed前端开发', 1),\n",
       " ('UI Developer-NCS', 1),\n",
       " ('元璟资本被投公司-聚水潭-高级前端开发工程师', 1),\n",
       " ('html5前端开发工程师', 1),\n",
       " ('资深前端开发工程师-飞书', 1),\n",
       " ('中级Web前端开发工程师', 1),\n",
       " ('高级前端开发工程师-飞书文档', 1),\n",
       " ('移动前端开发', 1),\n",
       " ('游戏前端开发工程师', 1),\n",
       " ('vue前端开发工程师', 1),\n",
       " ('腾讯微信QQ邮箱web前端开发', 1),\n",
       " ('前端开发【线上面试', 1),\n",
       " ('Egret游戏前端开发', 1),\n",
       " ('前端开发工程师-16-18薪-双休-z', 1),\n",
       " ('前端开发-本部-英文面试-可在家办公', 1),\n",
       " ('AEM前端开发工程师', 1),\n",
       " ('资深前端开发工程师-ED', 1),\n",
       " ('游戏前端H5开发工程师', 1),\n",
       " ('ReactJS前端开发工程师 周末双休', 1),\n",
       " ('前端开发工程师-联通沃音乐', 1),\n",
       " ('H5游戏前端开发工程师', 1),\n",
       " ('高级前端开发工程师-剪映', 1),\n",
       " ('前端开发工程师-研究院 ', 1),\n",
       " ('实施交付工程师', 1),\n",
       " ('二三维前端开发工程师', 1),\n",
       " ('前端UI开发工程师', 1),\n",
       " ('前端开发工程师—云运营二部', 1),\n",
       " ('前端开发工程师-飞书文档-渲染引擎方向', 1),\n",
       " ('前端开发专家-飞书人力套件', 1),\n",
       " ('前端开发工程师.', 1),\n",
       " ('WebGL 前端开发工程', 1),\n",
       " ('资深前端开发工程师 ', 1),\n",
       " ('前端开发leader', 1),\n",
       " ('web前端开发师', 1),\n",
       " ('cocos前端开发', 1),\n",
       " ('h5前端开发专家', 1),\n",
       " ('前端开发工程师-飞书文档', 1),\n",
       " ('急-资深前端工程师', 1),\n",
       " ('前端开发工程师-react', 1),\n",
       " ('Web前端开发', 1),\n",
       " ('MEC容器安全检测系统前端开发', 1),\n",
       " ('wrb前端开发', 1),\n",
       " ('小程序前端开发工程师', 1),\n",
       " ('WEB前端工程师', 1),\n",
       " ('大前端开发经理', 1),\n",
       " ('前端开发工程师-AC', 1),\n",
       " ('前端开发-react native开发岗位-双休加班少线上面试', 1),\n",
       " ('高级前端开发工程师-抖音', 1),\n",
       " ('前端技术开发工程师', 1),\n",
       " ('高级前端开发工程师-飞书人力套件', 1),\n",
       " ('VUE前端开发高级工程师', 1),\n",
       " ('前端软件开发工程师', 1),\n",
       " ('web前端小程序开发', 1),\n",
       " ('高级前端开发工程师-电商方向', 1),\n",
       " ('前端开发工程师岗', 1),\n",
       " ('创新事业群融媒体发展事业部-平台前端开发. C-广州.XKP', 1),\n",
       " ('数字化前端开发工程师', 1),\n",
       " ('白鹭前端开发', 1),\n",
       " ('前端工程师', 1),\n",
       " ('Angular前端开发', 1),\n",
       " ('前端开发负责人', 1),\n",
       " ('前端开发工程师--自研非外包', 1),\n",
       " ('前端开发工程师-银行正编', 1),\n",
       " ('初中级Web前端开发工程师双休', 1),\n",
       " ('游戏web前端开发', 1),\n",
       " ('资产托管部前端开发岗', 1),\n",
       " ('Web前端开发负责人', 1),\n",
       " ('中高级前端开发', 1),\n",
       " ('资深前端开发工程师  Senior Frontend Software Engineer', 1),\n",
       " ('web前端开发高级工程师', 1),\n",
       " ('前端开发工程师 —飞书', 1),\n",
       " ('前端开发师', 1),\n",
       " ('前端开发-头部公募基金公司', 1),\n",
       " ('居家办公-全栈偏前端开发工程师-外企-需要英文敢说', 1),\n",
       " ('内推-前端开发-飞书SaaS产品', 1),\n",
       " ('高级前端开发工程师-react', 1),\n",
       " ('前端开发工程师-飞书人力套件', 1),\n",
       " ('Front End 前端开发', 1),\n",
       " ('软件开发工程师 ', 1),\n",
       " ('Technology-前端开发工程师', 1),\n",
       " ('通信开放事业部前端开发工程师', 1),\n",
       " ('移动端前端开发工程师', 1),\n",
       " ('前端开发工程师   ', 1),\n",
       " ('前端开发工程师-GIS方向', 1),\n",
       " ('中级前端研发工程师', 1),\n",
       " ('前端开发工程师 - CC直播事业部', 1),\n",
       " ('WEB前端开发工程师--高级', 1),\n",
       " ('高级前端开发', 1)]"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 列表推导式\n",
    "PM_title_words = [(  df_job_title.index.tolist()[i]   ,   df_job_title.values.tolist()[i]  )    for i in range(1,len(df_job_title.index.tolist())) ]\n",
    "PM_title_words"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "601ce6a9",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import WordCloud\n",
    "from pyecharts.globals import SymbolType\n",
    "\n",
    "c = (\n",
    "    WordCloud()\n",
    "    .add(\"\", PM_title_words, word_size_range=[20, 100], shape=SymbolType.DIAMOND)\n",
    "    .set_global_opts(title_opts=opts.TitleOpts(title=\"WordCloud-shape-diamond\"))\n",
    "    .render( key +\"_wordcloud_map_岗位名称_\"+ output_time+\".html\")\n",
    ")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6dd926d7",
   "metadata": {},
   "source": [
    "## job.labels\n",
    "\n",
    "* 目标：统计labels的数量并做词云图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "692c0136",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0      ['前端开发', 'ElementUI', 'uni-app', '后端开发', 'HTML...\n",
       "1      ['前端开发', '架构设计', 'Vue', '移动开发', 'Node.js', 'HT...\n",
       "2                                               ['前端开发']\n",
       "3      ['前端开发', '界面开发', 'React', 'jQuery', 'CSS', 'HT...\n",
       "4      ['前端开发', '界面开发', 'React', 'jQuery', 'CSS', 'HT...\n",
       "                             ...                        \n",
       "795           ['WebRTC', 'Vue', 'React', '框架设计', '框架开发']\n",
       "796                                                   []\n",
       "797    ['javascript', 'css3', 'react', 'vue', 'webpac...\n",
       "798                                          ['Angular']\n",
       "799    ['后端开发', 'Node.js', 'MVVM', 'MVC', 'Less', 'Sa...\n",
       "Name: job.labels, Length: 800, dtype: object"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    " df_PM_gz['job.labels']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "58da6bb3",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([\"['前端开发', 'ElementUI', 'uni-app', '后端开发', 'HTML', 'HTML5']\",\n",
       "       \"['前端开发', '架构设计', 'Vue', '移动开发', 'Node.js', 'HTML5', 'Javascript', 'HTML']\",\n",
       "       \"['前端开发']\",\n",
       "       \"['前端开发', '界面开发', 'React', 'jQuery', 'CSS', 'HTML', 'R语言']\",\n",
       "       \"['前端开发', '界面开发', 'React', 'jQuery', 'CSS', 'HTML', 'R语言']\",\n",
       "       \"['前端开发', '移动开发', 'Vue', 'React', 'IT/信息化领域', 'Web开发', 'Electron', 'VR开发', 'C语言', 'C/C++']\",\n",
       "       \"['Web开发', 'MVVM', 'Leaflet', 'Vue', 'React', 'Grunt', '前端开发', 'HTML', 'IT/信息化领域', '人工智能领域']\",\n",
       "       \"['前端开发', '框架开发', '框架设计', 'Hybrid', 'CSS', 'HTML', 'Webpack']\",\n",
       "       \"['前端开发', '框架开发', '框架设计', 'Vue', '移动开发', '模块开发', 'Vue.js', '架构设计']\",\n",
       "       \"['前端开发', 'Web开发', 'CSS']\", \"['React', 'Javascript', 'Sass']\",\n",
       "       \"['javascript', '前端开发', 'css3', 'react', 'jquery', 'ajax', 'webpack', 'angularjs', 'xml']\",\n",
       "       \"['后端开发', '前端开发', '界面开发', '框架开发', '框架设计']\",\n",
       "       \"['javascript', 'css', '前端开发', 'css3', 'react', 'vue', 'jquery', 'html']\",\n",
       "       \"['界面开发', '前端开发', 'Webpack']\",\n",
       "       \"['前端开发', 'CSS', 'HTML', '界面开发', 'HTML5', 'Javascript', 'Bootstrap', 'ExtJS', 'ElementUI', 'EasyUI']\",\n",
       "       \"['前端开发', 'Node.js', 'CSS', 'HTML', 'HTML5', 'Javascript']\",\n",
       "       \"['Web开发', '全栈开发', 'Vue', 'React', 'Javascript', 'CSS', 'HTML', 'Webpack', 'IT/信息化领域']\",\n",
       "       \"['前端开发']\", \"['界面开发']\", \"['Vue', '前端开发']\", \"['前端开发', 'React']\",\n",
       "       \"['React', '前端开发', '人工智能领域', '电商领域', 'IT/信息化领域', '商业信息化', '云计算领域']\",\n",
       "       \"['Web开发', '前端开发', '需求分析', '架构设计']\",\n",
       "       \"['前端开发', 'Vue', '框架设计', '功能开发', 'Java', '界面开发', 'HTML5', 'CSS', 'Javascript', '医疗领域']\",\n",
       "       \"['界面开发', 'Vue', '前端开发', '框架设计', '框架开发']\",\n",
       "       \"['Vue.js', 'Vue', 'HTML5', 'Javascript']\", \"['前端开发']\",\n",
       "       \"['界面开发', 'Vue', '后端开发', 'Node.js', '框架开发', '框架设计', 'CSS', 'Javascript']\",\n",
       "       \"['框架开发', '框架设计', '前端开发', 'Javascript', 'XML']\",\n",
       "       \"['前端开发', '后端开发', '模块开发', '框架开发', '框架设计', 'Webpack']\",\n",
       "       \"['web前端', 'HTML', 'JavaScript', 'CSS', 'Vue', 'Angular', 'React']\",\n",
       "       \"['Hybrid App', 'Vue']\",\n",
       "       \"['javascript', 'css', 'css3', 'vue', 'html', 'HTML5', 'SQL', '建筑领域']\",\n",
       "       \"['前端开发']\",\n",
       "       \"['前端开发', 'Bootstrap', 'MVVM', 'MVC', 'HTML', 'HTML5', 'D语言']\",\n",
       "       \"['前端开发', 'ElementUI', 'Vue', '界面开发']\",\n",
       "       \"['前端开发', 'React', '框架设计', '框架开发', 'CSS', 'ECMAScript 6', 'ECMAScript', 'ES5']\",\n",
       "       \"['移动开发', '模块开发', '前端开发', '系统开发', '功能开发', 'Vue', '框架开发', '框架设计', 'IT/信息化领域', '架构设计']\",\n",
       "       \"['前端开发', 'Web开发', '功能开发', '模块开发', '框架开发', '框架设计', '架构设计', 'React', 'Vue', '后端开发']\",\n",
       "       \"['商城、站点等PC']\", \"['前端开发', 'HTML5', 'Vue', 'IT/信息化领域']\",\n",
       "       \"['前端开发', '移动开发', 'Web开发', '框架设计', '框架开发', 'CSS', 'HTML', 'Javascript', 'C语言']\",\n",
       "       \"['前端开发', 'Vue', 'React', '框架开发', '框架设计', 'IT/信息化领域', '服务器开发', 'AngularJS', 'R语言', 'CSS']\",\n",
       "       '[]', '[]', '[]', '[]', '[]', '[]', '[]', '[]', '[]', '[]', '[]',\n",
       "       '[]', '[]', '[]', '[]', '[]',\n",
       "       \"['javascript', '前端开发', 'css3', 'react', 'vue', 'webpack']\",\n",
       "       \"['javascript', '前端开发', 'css3', 'jquery', 'vue', 'bootstrap']\",\n",
       "       \"['Vue', '前端开发', '模块开发', '架构设计']\",\n",
       "       \"['全栈开发', '前端开发', 'React', 'Javascript', '后端开发', 'Vue', 'Node.js', 'python', 'Java', 'TypeScript']\",\n",
       "       \"['前端开发', '模块开发', 'Webpack']\", \"['javascript', 'java']\",\n",
       "       \"['javascript', 'css', 'css3', 'jquery', 'html', 'ajax', 'java', 'xml', 'backbone', 'zepto']\",\n",
       "       \"['Vue', 'React', 'Angular', 'HTML']\",\n",
       "       \"['前端开发', 'Vue', 'React', '界面开发', 'jQuery', '模块开发', '架构设计', 'Ember', 'CSS', 'Javascript']\",\n",
       "       \"['React']\",\n",
       "       \"['css3', 'vue', 'jquery', '小程序', '前端开发', 'HTML5', 'Javascript']\",\n",
       "       \"['模块开发', 'Web开发', 'D语言', 'WebGL']\", \"['HTML', 'CSS']\",\n",
       "       \"['React']\", \"['前端开发', 'HTML5']\",\n",
       "       \"['前端开发', '界面开发', 'Web开发', 'React', 'Vue', 'AngularJS', 'Bootstrap', '移动开发', 'Node.js', 'MVVM']\",\n",
       "       \"['前端开发', '架构设计', '界面开发', 'Vue', 'React', 'Vue.js', '移动开发', 'AngularJS', 'Javascript']\",\n",
       "       \"['前端开发', 'Bootstrap', '框架开发', '框架设计', 'Web开发', 'AngularJS', 'Javascript', 'CSS']\",\n",
       "       \"['前端开发', 'Vue', 'React', '移动开发', '模块开发', '框架开发', '框架设计', 'T3.js', 'CSS', 'Javascript']\",\n",
       "       \"['前端开发', 'Vue', 'Webpack', 'React', 'IT/信息化领域', '银行领域', '金融领域']\",\n",
       "       \"['前端开发', 'React', '界面开发', 'Vue', '模块开发', 'jQuery', '架构设计', 'Ember', 'Angular', 'CSS']\",\n",
       "       \"['Javascript', 'Vue', 'CSS', 'HTML5']\",\n",
       "       \"['前端开发', '架构设计', 'Vue', 'React', 'jQuery', '框架开发', '框架设计', '移动开发', '架构开发', 'Angular']\",\n",
       "       \"['javascript', 'css', '前端开发', 'react', 'vue', 'angular', 'java']\",\n",
       "       \"['前端开发']\",\n",
       "       \"['前端开发', '框架开发', '框架设计', '界面开发', 'MVVM', 'Vue', '模块开发', '移动开发', '功能开发', '后端开发']\",\n",
       "       \"['ElementUI', 'Vue', '界面开发', '商业信息化', 'SQL']\",\n",
       "       \"['Vue', 'Vue.js', '界面开发', '前端开发']\",\n",
       "       \"['前端开发', '后端开发', '功能开发', '模块开发', '框架开发', '框架设计', 'ASP.NET', '通信领域', 'uni-app', 'Sass']\",\n",
       "       \"['前端开发', '框架设计', '框架开发', 'Webpack']\", \"['前端开发', 'Javascript']\",\n",
       "       \"['前端开发', 'Vue', 'React', '框架设计', '框架开发', 'Angular', '架构设计', 'CSS', 'HTML']\",\n",
       "       \"['游戏开发', '前端开发', '引擎开发', '架构设计']\", '[]',\n",
       "       \"['前端开发', 'Vue', 'CSS', 'HTML', 'Javascript', 'iOS']\", '[]',\n",
       "       \"['css', '前端开发', 'css3', 'vue', 'jquery', 'html', 'ajax', 'git', 'npm', '网络协议']\",\n",
       "       \"['前端开发']\", \"['架构设计', '前端开发', 'React', 'Vue', 'Angular']\",\n",
       "       \"['界面开发', '前端开发', 'Node.js', '后端开发', '框架开发', '框架设计', 'C/C++', 'C语言', 'ECMAScript 6', 'ECMAScript']\",\n",
       "       \"['AngularJS', 'React', 'Javascript', 'HTML', 'Webpack', 'MobX']\",\n",
       "       \"['前端开发', 'React']\",\n",
       "       \"['前端开发', '界面开发', '电商领域', '框架开发', '框架设计', 'PHP']\",\n",
       "       \"['IT/信息化领域', 'C语言', 'C/C++', 'R语言']\",\n",
       "       \"['css', '前端开发', 'css3', 'react', 'vue', 'jquery', 'html', 'angularjs', '小程序']\",\n",
       "       \"['前端开发', '后端开发', 'jQuery']\",\n",
       "       \"['AngularJS', 'HTML5', 'Javascript', 'HTML', 'React', 'Vue', 'Angular', 'React Native', 'IT/信息化领域', '保险领域']\",\n",
       "       \"['前端开发', '框架设计', '框架开发', 'CSS', 'HTML', 'ECMAScript 6', 'ECMAScript']\",\n",
       "       \"['ElementUI', '模块开发', '功能开发']\",\n",
       "       \"['前端开发', 'Hybrid', '架构设计', '界面开发', '框架开发', '框架设计', '模块开发', 'Javascript', 'HTML']\",\n",
       "       \"['Vue', '前端开发', 'React', 'Node.js', '网络开发', 'CSS', 'HTML', 'ECMAScript 6', 'ECMAScript', 'HTML5']\",\n",
       "       \"['css', '前端开发', 'css3', 'html', 'webpack', 'npm', 'svn', '小程序']\",\n",
       "       \"['css3', 'react', 'vue', 'angular']\",\n",
       "       \"['前端开发', 'Echarts', 'React', '模块开发', '服务器开发', 'D3.js', '架构设计', 'ECMAScript 6', 'ECMAScript', 'HTML']\",\n",
       "       \"['前端开发', 'React', 'Vue', 'Angular', 'Web开发', '大数据领域']\",\n",
       "       \"['javascript', 'css', '前端开发', 'react', 'html', 'ajax']\",\n",
       "       \"['前端开发', '移动开发', 'CSS', 'ECMAScript 6', 'ECMAScript']\",\n",
       "       \"['Vue', '前端开发', 'CSS', 'HTML', 'Sass', 'Webpack', 'IT/信息化领域', 'Javascript', 'jQuery', 'Vue.js']\",\n",
       "       \"['保险公司背景']\",\n",
       "       \"['前端开发', '框架设计', '框架开发', '移动开发', '架构设计', '架构开发', 'WXML']\",\n",
       "       \"['javascript', 'css', 'react', 'vue', 'html', 'git', '小程序']\",\n",
       "       \"['Vue', 'Angular', 'React', 'Javascript', 'HTML', 'CSS']\",\n",
       "       \"['前端开发', '界面开发', 'HTML', 'HTML5', 'CSS', 'Sass', 'Javascript', 'Vue', 'React', '教育领域']\",\n",
       "       \"['React', 'AEM', '前端开发']\",\n",
       "       \"['前端开发', '大数据领域', 'ECMAScript 6', 'ECMAScript']\",\n",
       "       \"['界面开发', 'React', 'Sass']\",\n",
       "       \"['前端开发', 'Vue', 'CSS', 'Unix', 'Linux', 'Javascript', '政府/政务/国企', 'gis可视化', '移动端app经验\\\\xa0', 'ElementUI']\",\n",
       "       \"['前端开发', '小程序']\", '[]',\n",
       "       \"['界面开发', 'Node.js', 'Vue', 'Vue.js', '前端开发', 'MVVM', 'React', 'AngularJS', 'Sass', 'Javascript']\",\n",
       "       \"['前端开发', '界面开发', 'React', 'Vue', 'Ember', 'jQuery', '模块开发', '架构设计', 'CSS', 'Javascript']\",\n",
       "       \"['前端开发', '界面开发', '后端开发', '框架设计', '框架开发', '系统开发', 'HTML', 'HTML5']\",\n",
       "       \"['前端开发', 'Echarts', '界面开发', 'React', '框架设计', '框架开发']\",\n",
       "       \"['前端开发', '界面开发', 'React', 'jQuery', 'Vue', '模块开发', 'Ember', '架构设计', 'CSS', 'Javascript']\",\n",
       "       \"['前端开发', 'Echarts', '系统开发', 'Vue', '界面开发', 'React', 'Node.js', 'D3.js', '框架开发', '框架设计']\",\n",
       "       \"['前端开发', 'HTML5']\",\n",
       "       \"['游戏开发', '引擎开发', '移动开发', 'Javascript', 'HTML', 'HTML5']\",\n",
       "       \"['界面开发', '前端开发', 'Grunt', '移动开发', 'Stylus', '架构设计', 'CSS', 'R语言', 'Less', 'HTML']\",\n",
       "       \"['前端开发', '移动开发', 'Web开发', 'Vue']\", \"['大牛带队', '技术快速更新迭代']\",\n",
       "       \"['javascript', 'css', 'css3', 'react', 'vue', '网络协议', 'saas']\",\n",
       "       \"['Web开发', 'Vue', '前端开发', 'React', '架构设计', 'Webpack', 'Ant Design', 'ElementUI', 'React Native', 'uni-app']\",\n",
       "       \"['Web开发', 'Vue', 'HTML5', '框架设计', '需求分析', 'HTML', 'Javascript']\",\n",
       "       \"['javascript', 'css', '前端开发', 'vue', 'jquery']\",\n",
       "       \"['前端开发', '框架开发', '框架设计', '云计算领域', 'HTML', 'CSS', 'ECMAScript 6', 'ECMAScript']\",\n",
       "       \"['React', 'CSS', 'Javascript', 'HTML']\",\n",
       "       \"['React', '前端开发', '移动开发', 'Web开发', 'Babel', '框架开发', '框架设计', 'React Native', 'ECMAScript 6', 'ECMAScript']\",\n",
       "       \"['Reactjs']\",\n",
       "       \"['前端开发', '框架开发', '框架设计', 'Javascript', 'CSS', 'HTML']\", \"['H5端']\",\n",
       "       \"['架构设计', '前端开发', '架构开发', 'iOS', 'Android']\",\n",
       "       \"['前端开发', '界面开发', '服务器开发', '架构设计']\",\n",
       "       \"['前端开发', 'Web开发', '界面开发', '电商领域', '金融领域']\",\n",
       "       \"['HTML', 'JSS', 'JSON', 'CSS', 'HTTP协议', 'Vuejs、Re']\",\n",
       "       \"['前端开发', 'React']\", \"['前端开发', '框架设计', '框架开发', 'MVVM', 'Webpack']\",\n",
       "       \"['前端开发', '界面开发', '架构设计', 'MVVM', '框架开发', '框架设计', 'Gulp', 'Webpack']\",\n",
       "       \"['前端开发', 'Vue', '界面开发', 'React', 'jQuery', '模块开发', 'Ember', '架构设计', 'CSS', 'Javascript']\",\n",
       "       \"['前端开发', 'Javascript', 'jQuery', 'Node.js', 'Vue', 'React', 'ExtJS', 'HTML', 'CSS']\",\n",
       "       \"['React']\",\n",
       "       \"['前端开发', 'HTML5', 'Javascript', 'CSS', 'ElementUI', 'React', '功能开发', '框架设计', 'EasyUI', 'Weex']\",\n",
       "       \"['前端开发', '界面开发', 'Echarts', '架构设计', 'Highcharts', '框架设计', '框架开发', 'CSS', 'Javascript', 'Java']\",\n",
       "       \"['后端开发', 'Node.js', '前端开发', 'CSS', 'Sass', 'Less', 'D语言']\",\n",
       "       \"['angular']\",\n",
       "       \"['界面开发', 'Vue', 'React', 'jQuery', '框架开发', '框架设计', 'Angular', '全栈开发', 'CSS', 'Javascript']\",\n",
       "       \"['框架开发', '框架设计', '云计算领域']\",\n",
       "       \"['Angular', '前端开发', 'HTML5', 'CSS3', 'Javascript', 'Node.js', 'AngularJS']\",\n",
       "       \"['TypeScript', 'WebGL', 'Three.js', '3D开发']\", \"['Angular']\",\n",
       "       \"['Vue', 'Java', '银行领域']\", \"['电商团队 ', '业务运维', '前端开发', '数字化']\",\n",
       "       \"['前端开发', 'Vue', 'ElementUI', 'React', '框架开发', '框架设计', 'AngularJS', '服务器开发']\",\n",
       "       \"['前端开发', 'Vue', 'React', 'Javascript', '需求分析', '文娱行业', '小说类快应用', '快应用开发']\",\n",
       "       \"['前端开发', 'Javascript', 'CSS', 'HTML', 'Vue', 'AngularJS', 'Leaflet', 'Echarts', 'Three.js', 'Android']\",\n",
       "       \"['javascript', 'css', 'react', 'vue', 'html', 'webpack', 'angular', 'gulp', 'php', 'java']\",\n",
       "       \"['Electron']\", \"['Vue', 'Leaflet']\", \"['前端开发', '界面开发', '网络开发']\",\n",
       "       \"['Bootstrap', '前端开发', 'MVVM', 'MVC', 'HTML', 'HTML5', 'D语言']\",\n",
       "       \"['React', 'TypeScript', '前端开发']\",\n",
       "       \"['ESLint', '界面开发', 'uni-app', 'Grunt', '前端开发', '架构设计', '需求分析', 'Sass', 'Less', 'ECMAScript 6']\",\n",
       "       \"['前端开发', 'Vue', 'React', 'Angular', '框架设计', '框架开发', '服务器开发']\",\n",
       "       \"['React', '架构设计', '前端开发', '模块开发', '移动开发', '电商领域', '框架开发', '框架设计', 'T3.js', '架构开发']\",\n",
       "       \"['Angular']\", \"['前端开发']\", \"['Vue', '前端开发', '界面开发', 'Javascript']\",\n",
       "       \"['框架设计', '框架开发', '前端开发', 'Javascript', 'XML']\",\n",
       "       \"['Echarts', 'Mybatis', '前端开发', '框架设计', '框架开发', 'Spring', 'CSS', 'HTML', 'HTML5', 'Webpack']\",\n",
       "       \"['前端开发', '框架开发', '框架设计', 'Bootstrap', '功能开发', '模块开发', 'jQuery', '云计算领域', 'Webpack', 'Gulp']\",\n",
       "       \"['前端开发', 'Vue', 'ElementUI', 'React', 'Bootstrap', '框架开发', '框架设计', 'Angular', '系统开发', 'ECMAScript 6']\",\n",
       "       \"['模块开发', '前端开发']\", \"['前端开发', 'React', '框架设计', '框架开发', 'Webpack']\",\n",
       "       \"['前端开发', 'D语言']\",\n",
       "       \"['前端开发', '架构设计', 'Vue', '框架开发', '框架设计', 'React', '架构开发', 'MobX']\",\n",
       "       \"['框架设计', '框架开发', '前端开发', 'Javascript', 'XML']\",\n",
       "       \"['前端开发', '框架设计', '框架开发', '界面开发', 'jQuery', 'Vue', 'Vue.js', 'Web开发', 'CSS', 'HTML']\",\n",
       "       \"['地图开发', '前端开发', 'GIS', 'Vue']\", \"['前端开发', 'HTML', 'HTML5']\",\n",
       "       \"['React', '前端开发', '框架设计', '框架开发', 'Web开发', 'Javascript', 'R语言', 'C语言', 'C/C++']\",\n",
       "       \"['Vue', 'React', '前端开发', 'IT/信息化领域', '银行领域', '金融领域']\",\n",
       "       \"['Web开发', '前端开发', '界面开发']\", \"['css', 'html', 'java']\",\n",
       "       \"['前端开发', 'Echarts', '界面开发', '移动开发', '架构设计', 'Javascript', 'C语言', 'R语言', 'C/C++']\",\n",
       "       \"['界面开发', '系统开发', 'Vue', '模块开发', 'CSS', 'C语言', 'C/C++', 'HTML5', 'HTML', 'Javascript']\",\n",
       "       \"['H5游戏前端开发主程']\",\n",
       "       \"['前端开发', '界面开发', '模块开发', '功能开发', '框架开发', '框架设计', '架构设计', '系统开发']\",\n",
       "       \"['Web开发', 'React', 'ElementUI', 'Ant Design', 'EasyUI', '金融领域']\",\n",
       "       \"['javascript', 'css3', 'jquery', 'html']\",\n",
       "       \"['前端开发', '框架开发', '框架设计', 'uni-app', '移动开发', 'Web开发', 'Electron', 'HTML', 'ECMAScript 6', 'ECMAScript']\",\n",
       "       \"['前端开发', '框架设计', '框架开发', 'Web开发', 'AngularJS', 'Bootstrap', 'CSS', 'Javascript']\",\n",
       "       \"['CSS', 'Javascript', 'HTML', 'React', 'Vue']\",\n",
       "       \"['Vue', 'React', 'Angular', 'HTML', 'CSS', 'Javascript']\",\n",
       "       \"['前端开发', 'Vue', 'Javascript', 'HTML5', 'CSS', 'jQuery', '界面开发', '需求分析']\",\n",
       "       '[]', \"['vue3']\",\n",
       "       \"['javascript', '前端开发', 'css3', 'react', 'vue', 'jquery', 'ajax', 'webpack', 'angular', 'bootstrap']\",\n",
       "       \"['SystemVerilog']\",\n",
       "       \"['模块开发', '功能开发', 'Express', 'Vue', '前端开发', 'React', 'Angular', 'ECMAScript 6', 'ECMAScript', 'R语言']\",\n",
       "       \"['前端开发', 'React', 'React Native', 'Taro']\",\n",
       "       \"['javascript', '前端开发', 'css3', 'react', 'vue', 'angular']\",\n",
       "       \"['React', 'Redux', 'CICD', 'AWS', 'Docker', '英语可作工作语言']\",\n",
       "       \"['React Native', 'React', 'iOS', 'Android', '英语可作工作语言', '粤语加分']\",\n",
       "       \"['前端开发', '云计算领域', 'Vue', '后端开发', '大数据领域', '工业互联网']\",\n",
       "       \"['前端开发', 'Vue', 'React', 'Angular', 'CSS', 'ES5', 'HTML', 'HTML5']\",\n",
       "       \"['前端开发', 'React', '框架设计', '框架开发', '系统开发', 'Webpack']\",\n",
       "       \"['前端开发', '界面开发', '后端开发', 'Babel', 'AngularJS', '系统开发', '框架开发', '框架设计', 'HTML5', 'HTML']\",\n",
       "       \"['Vue', '前端开发', '模块开发', '架构设计']\", \"['HTML5', 'Vue', '微信小程序']\",\n",
       "       \"['Vue', 'React', 'Javascript', 'HTML', 'HTML5', '框架设计', '界面开发']\",\n",
       "       \"['前端开发', 'Vue', 'React']\", '[]',\n",
       "       \"['javascript', 'jquery', 'ajax', 'webpack']\", '[]',\n",
       "       \"['css3', 'vue', 'jquery', 'bootstrap', '前端开发']\",\n",
       "       \"['React', 'Node.js', '前端开发', 'Objective-C', 'C语言', 'C/C++', 'D语言', 'R语言']\",\n",
       "       \"['React Native']\", \"['前端开发', 'Vue']\",\n",
       "       \"['javascript', 'css', 'react', 'vue', 'jquery', 'html', 'ajax', 'angular', 'bootstrap']\",\n",
       "       \"['IOS框架', 'Framework']\",\n",
       "       \"['Node.js', '前端开发', 'Web开发', 'IT/信息化领域', 'AngularJS', 'HTML', 'C语言', 'C/C++', 'CSS', 'Javascript']\",\n",
       "       \"['Node.js', 'ElementUI', 'Vue', 'Ant Design', 'React', 'Electron', '系统开发']\",\n",
       "       \"['前端开发']\",\n",
       "       \"['Vue', '前端开发', 'React', 'Web开发', 'AngularJS', '框架开发', '框架设计', 'Webpack', 'Gulp']\",\n",
       "       \"['前端开发', 'jQuery', 'Vue', '教育领域', '大数据领域', '人工智能领域']\",\n",
       "       \"['架构设计', '前端开发', 'Vue', '模块开发', '框架设计', '框架开发', 'MVVM', 'MVC', 'Angular', '电商领域']\",\n",
       "       \"['Vue', 'HTML5', 'Javascript', '电商领域']\",\n",
       "       \"['to C', '游戏官网', 'h5活动页面']\",\n",
       "       \"['前端开发', 'Hybrid', '界面开发', '模块开发', '框架开发', '框架设计', '架构设计', 'Javascript', 'HTML']\",\n",
       "       \"['前端开发', 'Echarts', '移动开发', '界面开发', '架构设计', 'Javascript', 'C语言', 'C/C++', 'R语言']\",\n",
       "       \"['Vue', '前端开发', 'HTML5']\",\n",
       "       \"['React', 'Vue', 'Electron', 'C语言', 'C/C++', 'R语言', 'Objective-C']\",\n",
       "       \"['前端开发', '界面开发', '后端开发', '框架设计', '框架开发', '移动开发']\",\n",
       "       \"['uni-app', '前端开发', 'Web开发', '移动开发', 'ASP.NET', '.NET', 'M语言']\",\n",
       "       \"['自然资源工作经验', 'GIS', '前端开发经验']\",\n",
       "       \"['前端开发', '架构设计', 'Node.js', '后端开发', '移动开发', 'Grunt', '框架开发', '框架设计', '界面开发', 'Web开发']\",\n",
       "       \"['前端开发', '界面开发', '模块开发', '功能开发', '架构设计', '框架开发', '框架设计', '系统开发']\",\n",
       "       \"['Vue', 'React', 'Java', 'Linux', '银行领域']\", \"['CI']\",\n",
       "       \"['react', 'vue', 'ajax', '网络协议', '小程序']\",\n",
       "       \"['界面开发', 'Vue', 'React', 'jQuery', '框架开发', '框架设计', 'Angular', '全栈开发', 'CSS', 'Javascript']\",\n",
       "       \"['ASP.NET', 'ECMAScript 6', 'ECMAScript', 'Javascript']\", '[]',\n",
       "       \"['前端开发', 'jQuery', 'MVC', 'Javascript']\", \"['前端开发', 'Node.js']\",\n",
       "       \"['Electron', 'Node.js']\", \"['React', 'Bootstrap', 'IT/信息化领域']\",\n",
       "       \"['CSS', 'HTML', 'HTML5']\",\n",
       "       \"['React', '移动开发', '前端开发', '框架设计', '框架开发']\",\n",
       "       \"['游戏开发', '前端开发', '界面开发', 'TypeScript', 'HTML5', 'Javascript']\",\n",
       "       \"['React', 'Vue']\", \"['Web开发', 'React', 'Vue']\", \"['讲师', '前端培训']\",\n",
       "       \"['前端开发', 'Web开发', 'Vue', '后端开发', '银行领域', '保险领域', '金融领域']\",\n",
       "       \"['Vue', '移动开发', '前端开发', 'CSS']\",\n",
       "       \"['Vue', 'React', '框架设计', '框架开发', 'Electron']\",\n",
       "       \"['javascript', '前端开发', 'css3', 'jquery', 'webpack']\",\n",
       "       \"['React', 'Vue', 'Angular', 'React Native', 'Grunt', 'Three.js', '前端开发']\",\n",
       "       \"['Vue', 'Echarts', 'ElementUI', '移动开发', 'React', 'Angular', '界面开发', '前端开发', 'Bootstrap', '框架设计']\",\n",
       "       \"['前端开发', '架构设计', 'CSS', 'HTML', 'Javascript', 'XML', 'HTML5']\",\n",
       "       \"['界面开发', '前端开发', 'Vue', 'Vue.js', 'jQuery', 'EasyUI', 'Web开发', '移动开发', '框架设计', '框架开发']\",\n",
       "       \"['javascript', 'css', 'html', 'php']\", \"['前端开发', '小程序']\",\n",
       "       \"['前端开发', 'React']\",\n",
       "       \"['Javascript', 'Gulp', 'Webpack', 'Express']\",\n",
       "       \"['前端开发', 'Vue', 'React', 'Angular', '模块开发', 'MVVM', '架构设计', '框架设计', '框架开发', 'Webpack']\",\n",
       "       \"['前端开发', '框架开发', '框架设计', '模块开发', 'MVVM', 'CSS']\",\n",
       "       \"['框架开发', '框架设计', '前端开发', 'Node.js', '架构设计', 'IOS框架', 'Vue', '界面开发', '架构开发', 'jQuery']\",\n",
       "       \"['界面开发', '框架开发', '框架设计', '前端开发', '移动开发', 'Web开发', 'HTML5', 'HTML']\",\n",
       "       \"['前端开发']\", \"['vue3']\", \"['前端开发', 'Vue', 'React', 'TypeScript']\",\n",
       "       \"['前端开发', '框架开发', '框架设计']\",\n",
       "       \"['HTML', 'Javascript', '前端开发', 'HTML5', '框架设计', '架构设计']\",\n",
       "       \"['前端开发', '框架设计', '框架开发']\",\n",
       "       \"['前端开发', '后端开发', 'React', '框架开发', '框架设计', 'Angular', 'Node.js', 'HTML']\",\n",
       "       \"['javascript', 'css', '前端开发', 'css3', 'vue', 'html', 'ajax', 'webpack', 'xml', 'git']\",\n",
       "       \"['React', 'IT/信息化领域', '前端开发', '系统开发', 'TypeScript', 'Javascript', 'C/C++', 'C语言', 'R语言', 'ECMAScript 6']\",\n",
       "       \"['前端开发']\",\n",
       "       \"['前端开发', 'react', 'vue', 'ajax', 'webpack', 'angular', 'gulp', 'grunt', 'npm', '小程序']\",\n",
       "       \"['Web开发']\", \"['React Native', 'React', 'API']\",\n",
       "       \"['Vue', 'IT/信息化领域', 'Javascript']\",\n",
       "       \"['前端开发', 'React', '框架开发', '框架设计', 'CSS', 'TypeScript', 'C/C++', 'C语言', 'Javascript', 'HTML']\",\n",
       "       \"['前端开发', '框架开发', '框架设计', 'Node.js', 'React', '架构设计', 'ESLint', 'Vue', 'Babel', '大数据领域']\",\n",
       "       \"['Web开发', 'Vue', 'React', 'Electron', 'React Native']\",\n",
       "       \"['前端开发', 'React', '大数据领域', 'Vue', '框架开发', '框架设计', '架构设计', '人工智能领域', '需求分析']\",\n",
       "       \"['前端开发', '头部公募基金']\",\n",
       "       \"['前端开发', 'Web开发', '框架开发', '框架设计', 'AngularJS', 'Bootstrap', 'Javascript', 'CSS', 'XML']\",\n",
       "       \"['javascript', '前端开发', 'vue', 'jquery', 'ajax', 'webpack', 'gulp', 'xml', '小程序']\",\n",
       "       \"['Web开发', 'Vue', 'React', '界面开发', 'HTML', 'HTML5', 'Javascript', 'React Native', 'IT/信息化领域']\",\n",
       "       \"['前端开发', 'React', '框架设计', '框架开发', 'Javascript', 'HTML', 'CSS', 'TypeScript', 'R语言', 'C/C++']\",\n",
       "       \"['React', '架构设计', 'HTML', 'Webpack']\",\n",
       "       \"['前端开发', '框架设计', '框架开发', '网络开发']\",\n",
       "       \"['界面开发', '前端开发', '框架开发', '框架设计']\",\n",
       "       \"['css3', 'vue', 'jquery', '小程序']\", \"['前端开发', '框架设计', '框架开发']\",\n",
       "       \"['前端开发', 'Bootstrap', 'MVVM', 'MVC', 'D语言', 'HTML', 'HTML5']\",\n",
       "       '[]', '[]',\n",
       "       \"['css', '前端开发', 'react', 'html', 'webpack', 'Umi', 'Antd ']\",\n",
       "       \"['前端开发', '后端开发', 'React', 'Vue', '界面开发', '全栈开发', '框架开发', '框架设计', 'Angular', 'ECMAScript 6']\",\n",
       "       \"['移动开发', '前端开发', 'Web开发', 'Javascript']\",\n",
       "       \"['前端开发', '模块开发', '架构设计', 'C/C++', 'C语言']\",\n",
       "       \"['前端开发', '界面开发', 'Web开发', 'AngularJS', 'React', '移动开发', 'Bootstrap', 'MVVM', 'Node.js', 'Vue']\",\n",
       "       \"['界面开发', '前端开发', '架构设计', '移动开发', '框架设计', '框架开发', 'Echarts', 'React', 'jQuery', 'Angular']\",\n",
       "       \"['HTML5', 'Javascript', 'CSS', '大数据领域', '人工智能领域', 'IT/信息化领域']\",\n",
       "       \"['前端开发', '界面开发', 'Vue', '移动开发', '架构设计', 'CSS', 'SQL', 'HTML', 'HTML5', 'Java']\",\n",
       "       \"['Vue.js', 'ElementUI', 'CSS', 'Webpack', '架构设计', '框架设计', 'HTML5', '银行领域', '医疗领域', '大数据领域']\",\n",
       "       \"['Javascript', 'Web开发', 'Vue.js', 'uni-app', 'ElementUI', 'Axios', 'Echarts', 'Webpack', '电商领域', '医疗领域']\",\n",
       "       \"['前端开发', 'css3', 'react', 'vue', 'webpack', 'git']\",\n",
       "       \"['javascript', '前端开发', 'css3', 'react', 'vue', 'ajax', 'webpack', 'angular', 'bootstrap', 'angularjs']\",\n",
       "       \"['Vue', '前端开发', '金融领域', 'HTML5', 'Webpack', 'CSS']\",\n",
       "       \"['React', 'Vue', '前端开发']\", \"['框架开发', '框架设计', '游戏开发']\",\n",
       "       \"['WebGL开发', 'Three.js', 'Unity3D', 'TypeScript', '3D结构']\",\n",
       "       \"['Echarts', 'IT/信息化领域', 'Vue', 'R语言', 'Webpack']\",\n",
       "       \"['前端开发', 'MES系统']\",\n",
       "       \"['javascript', '前端开发', 'css3', 'react', 'vue', 'jquery', 'webpack', 'angular', 'bootstrap', 'gulp']\",\n",
       "       \"['游戏开发', '前端开发', '引擎开发', '框架开发', '框架设计', '模块开发', 'HTML5', 'CSS', 'HTML', 'iOS']\",\n",
       "       \"['前端开发', 'Vue', 'IT/信息化领域', '框架开发', '框架设计', 'CSS', 'HTML', 'Javascript', 'HTML5', 'C语言']\",\n",
       "       \"['javascript', 'css', '前端开发', 'css3', 'jquery', 'html', 'bootstrap', 'angularjs', 'vue']\",\n",
       "       \"['javascript', 'css', '前端开发', 'vue', 'ajax', 'webpack', 'git', 'svn']\",\n",
       "       \"['Angular', 'HTML', 'CSS', 'Javascript']\",\n",
       "       \"['javascript', 'css', 'jquery', 'html', 'bootstrap', '小程序', 'vue']\",\n",
       "       \"['javascript', '前端开发', 'react', 'vue']\",\n",
       "       \"['前端开发', 'Vue', 'React', 'CSS', 'HTML5', 'Javascript', 'HTML']\",\n",
       "       \"['javascript', '前端开发', 'ajax', 'php', 'java']\",\n",
       "       \"['Vue', 'React', 'Taro', 'React Native', '教育领域']\",\n",
       "       \"['javascript', 'css', '前端开发', 'react', 'vue', 'html', 'angularjs']\",\n",
       "       \"['前端开发', '人工智能领域']\",\n",
       "       \"['Node.js', 'FFmpeg', 'Electron', '前端开发', '框架开发', '框架设计', 'Webpack', 'WebGL']\",\n",
       "       \"['Web开发', '前端开发']\", \"['模块开发', '功能开发', 'CSS']\",\n",
       "       \"['angular', 'nodejs', 'html5', 'vue', 'c#']\",\n",
       "       \"['前端开发', 'Vue', 'RequireJS', '界面开发', 'jQuery', 'AngularJS', 'Bootstrap', '系统开发', 'Angular']\",\n",
       "       \"['GIS', 'gis可视化']\", \"['Web开发', '前端开发']\",\n",
       "       \"['HTML5', 'CSS', 'Javascript']\",\n",
       "       \"['前端开发', '框架开发', '框架设计', '架构设计', '模块开发']\",\n",
       "       \"['前端开发', 'Vue', 'React', 'HTML', 'iOS', 'Android', 'Javascript', 'HTML5', '工业互联网', '架构开发']\",\n",
       "       \"['技术支持', '架构设计']\",\n",
       "       \"['javascript', 'css', 'css3', 'react', 'vue']\",\n",
       "       \"['界面开发', '移动开发', 'Vue', '模块开发', 'ECMAScript 6', 'ECMAScript']\",\n",
       "       \"['css', '前端开发', 'vue', 'html', 'ios', 'hbuilder', '小程序']\",\n",
       "       \"['Javascript', 'Vue', 'React', 'Angular']\",\n",
       "       \"['前端开发', '界面开发', '模块开发', 'Ant Design', 'Vue', 'CSS', 'HTML']\",\n",
       "       \"['前端开发', 'HTML5']\",\n",
       "       \"['Web开发', '框架开发', '框架设计', '界面开发', '前端开发', '架构设计', '系统开发']\",\n",
       "       \"['javascript', 'css3', 'jquery', 'webpack', 'gulp', 'php', 'zepto']\",\n",
       "       \"['javascript', 'css', 'vue', 'html', 'ajax', 'xml']\", \"['前端开发']\",\n",
       "       \"['前端开发', 'Node.js', '系统开发', '模块开发', '框架开发', '框架设计', '架构设计', 'ECMAScript 6', 'ECMAScript', 'HTML5']\",\n",
       "       '[]', '[]',\n",
       "       \"['javascript', 'css', '前端开发', 'css3', 'jquery', 'html', 'angularjs', 'vue', 'bootstrap']\",\n",
       "       \"['前端开发', '架构设计', '框架开发', '框架设计']\", \"['web前端', '技术专家', '框架']\",\n",
       "       \"['React', 'Vue']\", \"['前端开发', 'HTML', 'Javascript', 'TypeScript']\",\n",
       "       \"['javascript', 'css', 'react', 'vue', 'html', 'bootstrap']\",\n",
       "       \"['框架开发', '框架设计', '前端开发', 'Bootstrap', '架构设计', 'ElementUI', 'React', 'Angular', 'jQuery', 'HTML']\",\n",
       "       \"['界面开发', '前端开发', 'ASP.NET', 'Bootstrap', '功能开发', '模块开发', 'IT/信息化领域', 'Entity Framework', '.NET MVC', 'jQuery']\",\n",
       "       \"['Vue', '后端开发', 'Node.js']\",\n",
       "       \"['框架开发', '框架设计', '前端开发', 'Web开发', 'D语言', 'Javascript', 'R语言', 'Shader', 'OpenGL']\",\n",
       "       \"['javascript', 'css', 'css3', 'react', 'vue.js', 'node.js']\",\n",
       "       \"['Vue', 'T3.js', 'CSS', 'AS3', 'Javascript', 'WebGL']\",\n",
       "       \"['vue', 'web前端', 'HTML5', 'CSS']\",\n",
       "       \"['WebGL', 'WebGPU', 'Three.js', 'BabylonJS']\", '[]',\n",
       "       \"['前端开发', '框架开发', '框架设计', 'React', '移动开发', 'Vue', '界面开发', 'Angular', '后端开发', 'C/C++']\",\n",
       "       \"['前端开发', 'Three.js', 'Javascript', 'CSS', 'HTML5', 'CSS3', 'ES6']\",\n",
       "       \"['Javascript', 'HTML5', 'CSS', 'Vue', 'React']\",\n",
       "       \"['前端开发', '模块开发', '框架开发', '框架设计', 'Vue', 'jQuery', '移动开发', 'ECMAScript 6', 'ECMAScript']\",\n",
       "       \"['vue', 'angular', 'mysql', 'redis', 'mongodb', 'react', 'javascript', 'css']\",\n",
       "       \"['javascript', '前端开发', 'vue', 'jquery', 'webpack']\",\n",
       "       \"['react', 'vue', 'html', 'ajax', 'webpack', 'gulp', 'php', 'java', 'grunt', '小程序']\",\n",
       "       \"['Vue', 'Vue.js', 'React', 'Angular', '服务器开发', 'HTML']\",\n",
       "       \"['javascript', 'css', '前端开发', 'css3', 'vue', 'jquery', 'ajax', '小程序']\",\n",
       "       \"['框架开发', '框架设计', 'CSS']\",\n",
       "       \"['javascript', 'react', 'vue', '前端开发', 'html5', 'webpack', '小程序']\",\n",
       "       \"['前端开发', 'Vue', 'React', 'HTML', '移动开发', '架构设计', '界面开发']\",\n",
       "       \"['Vue', 'jQuery', '前端开发', 'ElementUI', 'Webpack', '商业信息化']\",\n",
       "       \"['javascript', 'css', 'css3', 'react', 'vue', 'jquery', 'html', 'webpack', 'angularjs', 'npm']\",\n",
       "       \"['界面开发', '前端开发', '移动开发', 'CSS', 'C语言', 'C/C++', 'XHTML', 'XML']\",\n",
       "       \"['前端', '前端开发', 'web开发', 'HTML5', '小程序']\", \"['前端开发', 'vue']\",\n",
       "       \"['javascript', '前端开发', 'vue', 'php', 'requirejs', '小程序', 'nodejs']\",\n",
       "       '[]', \"['前端开发', '小程序']\",\n",
       "       \"['前端开发', 'Electron', 'Vue', 'React', 'Flutter', '架构设计', 'R语言', 'Objective-C', 'C/C++', 'C语言']\",\n",
       "       \"['vue', 'element', 'uniapp', 'git', 'webpack']\",\n",
       "       \"['css', '前端开发', 'react', 'vue', 'html', 'webpack', 'gulp', 'android', 'ios', '小程序']\",\n",
       "       \"['css', '前端开发', 'css3', 'vue', 'jquery', 'html', 'ajax', 'webpack', 'gulp']\",\n",
       "       \"['React', 'Vue']\",\n",
       "       \"['前端开发', 'Hybrid', '架构设计', '界面开发', '模块开发', '框架设计', '框架开发', 'HTML', 'Javascript']\",\n",
       "       \"['HTML5', 'Javascript', 'CSS']\",\n",
       "       \"['javascript', 'css', 'react', 'vue', 'jquery', 'html', 'ajax', 'git', 'svn']\",\n",
       "       \"['功能开发']\", \"['HTML5', 'CSS3', 'JavaScri', 'Vue.js', 'React']\",\n",
       "       \"['前端开发', 'ES5', '大数据可视化', 'Three.js', 'ECharts', 'D3', 'G2', 'Highcharts']\",\n",
       "       \"['前端开发', '架构设计', 'Hybrid', 'Flutter', 'React', 'Node.js', 'Vue', '网络开发']\",\n",
       "       \"['前端开发', '模块开发', 'HTML']\",\n",
       "       \"['javascript', 'react', 'vue', 'java', 'go']\",\n",
       "       \"['javascript', '前端开发', 'css3', 'html', 'ajax', 'xml']\",\n",
       "       \"['javascript', 'css', '前端开发', 'react', 'vue', 'jquery', 'git']\",\n",
       "       \"['小程序', 'vue', 'react', 'javascript', 'css']\", \"['React']\",\n",
       "       \"['css', '前端开发', 'css3', 'react', 'jquery', 'html', 'ajax', 'mysql', 'spring', 'redis']\",\n",
       "       \"['界面开发', '前端开发', 'ElementUI', 'Echarts', 'Vue', 'jQuery', 'ECMAScript 6', 'ECMAScript', 'ES5', 'WebGL']\",\n",
       "       \"['Vue', 'React', '电商领域', 'React Native']\",\n",
       "       \"['javascript', 'css', '前端开发', 'css3', 'react', 'vue', 'webpack', 'git', 'typescript', '小程序']\",\n",
       "       \"['css', 'html', 'vue']\",\n",
       "       \"['Electron', '框架设计', 'Javascript', 'Vue.js', 'Node.js']\",\n",
       "       \"['Vue', 'recat', 'es6', 'antd for vue', 'antd-vue-admin', 'Javascript']\",\n",
       "       \"['前端开发', 'Vue', 'Electron', 'Flutter', 'React', 'CSS', 'Javascript', 'HTML']\",\n",
       "       \"['Web开发', 'Native.js', '前端开发', 'ASP.NET', 'Javascript', '.NET', 'OpenGL']\",\n",
       "       \"['前端开发', 'css3', 'react', 'git', 'mongodb']\",\n",
       "       \"['Vue', 'React', 'uni-app', 'Node.js', '小程序']\",\n",
       "       \"['javascript', 'css', 'react', 'vue', 'html', 'webpack', 'bootstrap', 'gulp', 'git', 'svn']\",\n",
       "       \"['前端开发', 'css3', 'react', 'vue', 'angular']\", \"['前端开发']\",\n",
       "       \"['前端开发', 'ECMAScript 6', 'ECMAScript']\", \"['React', '低代码']\",\n",
       "       \"['前端开发', 'angular', 'bootstrap', '小程序']\",\n",
       "       \"['小程序', 'css', 'javascript', 'html', 'react']\",\n",
       "       \"['React', 'C语言', 'C/C++']\", \"['前端开发', 'react', 'vue']\",\n",
       "       \"['框架设计', '框架开发', '架构设计', '前端开发', '架构开发', 'IT/信息化领域', 'HTML5', 'HTML']\",\n",
       "       \"['Javascript', 'TypeScript', 'Webpack', '需求分析', 'HTML5', 'CSS', 'IT/信息化领域', '人工智能领域', '教育领域', 'Gulp']\",\n",
       "       \"['IT/信息化领域', 'Koa', '前端开发', 'React', 'CSS', 'HTML', 'C/C++', 'C语言', 'D语言', 'R语言']\",\n",
       "       \"['前端开发', '界面开发', '模块开发', 'Vue', '架构设计', '框架设计', '框架开发', 'HTML']\",\n",
       "       \"['Vue', '前端开发', '框架设计', '框架开发', 'Node.js', '架构设计', 'CSS', 'HTML', 'ECMAScript 6', 'ECMAScript']\",\n",
       "       \"['前端开发', 'Vue', '移动开发', '框架开发', '框架设计', 'IT/信息化领域', 'VR开发', 'Angular', 'jQuery', 'CSS']\",\n",
       "       '[]', \"['React', '前端开发']\",\n",
       "       \"['javascript', 'css', 'css3', 'vue', 'jquery', 'bootstrap', 'typescript', '小程序']\",\n",
       "       \"['javascript', '前端开发', 'react', 'vue', 'webpack', 'gulp', 'typescript', 'npm']\",\n",
       "       '[]',\n",
       "       \"['javascript', 'vue', '前端开发', 'react', 'jquery', 'webpack', 'gulp']\",\n",
       "       \"['React Native', 'React', 'H5端', '小程序']\",\n",
       "       \"['前端开发', '界面开发', 'Vue', 'React', '框架设计', '框架开发', 'Javascript', 'HTML', 'HTML5']\",\n",
       "       \"['需求分析', '前端开发', 'React', '框架设计']\",\n",
       "       \"['Node.js', '全栈开发', '前端开发', 'react.js', 'Javascript', 'React', '英语口语熟练']\",\n",
       "       \"['前端开发', '后端开发', '模块开发', '全栈开发', '移动开发', '框架开发', '框架设计', '架构设计']\",\n",
       "       \"['Vue', 'uni-app', 'React', '前端开发', 'HTML5']\",\n",
       "       \"['React', 'Ant Design', 'TypeScript']\",\n",
       "       \"['javascript', 'css', 'vue', 'webpack', 'gulp']\",\n",
       "       \"['前端开发', 'Vue', 'React', 'Hybrid', '架构设计', 'Angular', 'CSS', 'Javascript', '框架设计', '教育领域']\",\n",
       "       \"['前端开发', 'Vue', 'TypeScript', 'CSS', 'Javascript', 'HTML', '框架设计', 'HTML5']\",\n",
       "       \"['Egret', 'laya', 'H5游戏开发']\",\n",
       "       \"['框架设计', '架构设计', '界面开发', 'Unix', '电商领域', 'Android', 'Webpack']\",\n",
       "       \"['前端开发', '框架设计', '框架开发', '界面开发', '架构设计']\",\n",
       "       \"['javascript', 'vue', '前端开发', 'webpack', 'gulp', 'koa', 'express']\",\n",
       "       \"['TypeScript', 'AS3', 'Egret', '前端开发', '功能开发', '游戏开发']\",\n",
       "       \"['javascript', 'css', 'css3', 'react', 'vue', 'jquery', 'html', 'webpack', 'angularjs', 'npm']\",\n",
       "       \"['Koa', '架构设计', 'Express', 'CSS', 'Javascript', 'HTML']\",\n",
       "       \"['Vue', 'HTML5']\", \"['广州']\",\n",
       "       \"['javascript', 'css', 'css3', 'vue', 'jquery', 'ajax', 'npm']\",\n",
       "       \"['javascript', '前端开发', 'react', 'vue', 'webpack', 'gulp', 'php', 'java', 'python', 'ruby']\",\n",
       "       \"['Electron', 'Node.js', '前端开发', 'Web开发', 'R语言', 'Objective-C', 'C/C++', 'C语言', 'D语言']\",\n",
       "       \"['react', 'vue', 'javascript', '前端开发']\",\n",
       "       \"['Web开发', '前端开发', 'Vue', 'React']\",\n",
       "       \"['javascript', '前端开发', 'css3', 'react', 'vue']\",\n",
       "       \"['界面开发', '移动开发', '前端开发', '框架开发', '框架设计', 'React', 'HTML']\",\n",
       "       \"['前端开发', 'jQuery', 'Vue', 'iOS', 'Webpack', 'CSS', 'Javascript', 'HTML', '界面开发', '架构设计']\",\n",
       "       \"['Vue', '界面开发', 'ElementUI', 'Echarts', '前端开发', 'jQuery', 'IT/信息化领域', 'CSS', 'Javascript']\",\n",
       "       \"['javascript', 'css', 'react', 'html', 'webpack', 'php', 'typescript', 'flutter']\",\n",
       "       \"['Vue', 'Javascript', 'HTML5', 'ElementUI', '移动端']\",\n",
       "       \"['javascript', 'css3', 'HTML5']\",\n",
       "       \"['前端开发', '移动开发', '架构设计', '系统开发', 'Web开发', '框架开发', '框架设计']\",\n",
       "       \"['Vue', 'uni-app', '前端开发', 'ElementUI', 'Javascript', 'Webpack', '电商领域', '功能开发', 'HTML5', 'Three.js']\",\n",
       "       \"['前端开发', 'css3', 'vue', 'html', 'webpack', '网络协议', '小程序']\",\n",
       "       \"['Javascript', 'HTML5', 'Vue', 'CSS', 'Android']\",\n",
       "       \"['前端开发', '后端开发', 'Vue', '框架开发', '框架设计', 'CSS', 'HTML', 'HTML5', 'Javascript']\",\n",
       "       \"['WebRTC', '音视频开发', 'C++', 'OpenGL']\", \"['前端开发', 'C/C++', 'C语言']\",\n",
       "       \"['javascript', '前端开发', 'css3', 'vue', 'webpack', 'gulp', '小程序']\",\n",
       "       \"['Vue', 'React', '前端开发', 'AngularJS', '框架设计', '架构设计', 'Linux', 'Android', '电商领域', '教育领域']\",\n",
       "       \"['前端开发', 'Javascript', 'CSS', 'HTML', 'React', 'Web开发']\",\n",
       "       \"['react', 'typescript', 'webpack']\",\n",
       "       \"['前端开发', '移动开发', '界面开发', '功能开发', '模块开发', 'Sass', 'TypeScript', 'CSS', 'Javascript', 'HTML']\",\n",
       "       \"['高级前端', 'web前端']\", '[]',\n",
       "       \"['css', '前端开发', 'jquery', 'bootstrap', '小程序']\",\n",
       "       \"['移动开发', '模块开发', '前端开发', 'Bootstrap', 'React', 'jQuery', 'Vue', '网络开发', '框架设计', '框架开发']\",\n",
       "       \"['前端开发', '网络开发', 'React', 'Vue', '大数据领域', '框架设计', '框架开发']\",\n",
       "       \"['jquery', 'css3', 'html5', 'vue', 'json']\",\n",
       "       \"['人工智能领域', '前端开发', '移动开发', '通信领域', '框架设计', '框架开发', 'Vue', 'Angular', '系统开发', 'React']\",\n",
       "       '[]',\n",
       "       \"['javascript', 'css', '前端开发', 'react', 'html', 'ajax', 'webpack', 'android', 'ios']\",\n",
       "       \"['TypeScript', 'Vue2', 'Vue3', '区块链']\",\n",
       "       \"['react', 'webpack', 'angularjs', 'java', '小程序']\",\n",
       "       \"['界面开发', '架构设计', 'Vue', 'jQuery', '前端开发', 'Vue.js', 'Bootstrap', 'CSS', 'Javascript', 'HTML']\",\n",
       "       \"['界面开发', 'Vue', '前端开发', '框架开发', '框架设计', 'Web开发', 'HTML', 'HTML5']\",\n",
       "       \"['javascript', 'css', 'jquery', 'html', 'angularjs', 'c#', 'redis', '小程序']\",\n",
       "       \"['javascript', 'css', 'react', 'vue', 'html', 'webpack', 'gulp', 'java', 'python', 'go']\",\n",
       "       \"['前端开发', 'Node.js', 'D3.js', 'Echarts', 'React', 'Java', 'Python']\",\n",
       "       \"['前端开发', 'uni-app', 'IT/信息化领域']\",\n",
       "       \"['前端开发', '框架开发', '框架设计', '界面开发', 'Vue', '移动开发', 'CSS', 'Javascript']\",\n",
       "       \"['css', 'vue', '小程序', 'javascript', 'git', '前端开发']\",\n",
       "       \"['jQuery', 'Web开发', '前端开发', 'CSS', 'Javascript']\",\n",
       "       \"['Vue.js', 'Angular', 'Node.js', '前端开发', 'Three.js']\",\n",
       "       \"['Web开发', '前端开发', 'Echarts', 'CSS']\",\n",
       "       \"['vue', 'spring', 'javascript', 'java', 'mysql', 'oracle']\",\n",
       "       \"['界面开发', '前端开发', '模块开发', '功能开发', 'Web开发', 'CSS']\",\n",
       "       \"['前端开发', '框架开发', '框架设计', 'Web开发', '移动开发']\", \"['Vue', '前端开发']\",\n",
       "       \"['前端开发', '界面开发', 'Vue', 'Web开发', 'Javascript', 'CSS', 'HTML', 'HTML5']\",\n",
       "       \"['界面开发', '前端开发', 'jQuery', 'Webpack']\",\n",
       "       \"['javascript', 'css', 'react', 'vue', 'html', 'webpack', 'angular', 'gulp', 'grunt']\",\n",
       "       \"['javascript', 'css', '前端开发', 'css3', 'vue', 'jquery', 'html', 'ajax', 'bootstrap', 'java']\",\n",
       "       \"['界面开发', '框架设计', '框架开发']\",\n",
       "       \"['前端开发', 'Vue', 'React Native', '移动开发', 'React']\",\n",
       "       \"['AngularJS', 'Web开发', '前端开发', 'MVVM', 'Vue', 'React', 'Javascript', 'HTML', 'CSS', 'Bootstrap']\",\n",
       "       \"['javascript', 'css', 'react', 'vue', 'jquery', 'ajax', 'webpack', 'angular', 'gulp', 'grunt']\",\n",
       "       \"['javascript', 'css', 'jquery', 'html', 'ajax', 'webpack', 'bootstrap', 'gulp', 'typescript', 'hbuilder']\",\n",
       "       \"['React']\", \"['前端开发']\",\n",
       "       \"['前端开发', '界面开发', 'Bootstrap', 'jQuery', '后端开发', 'Web开发', '模块开发', 'Shell', 'CSS', 'HTML']\",\n",
       "       \"['html5', 'vue', '前端开发', 'react', '小程序']\",\n",
       "       \"['框架开发', '框架设计', 'IT/信息化领域', 'Vue', 'Layui', 'jQuery', 'Web开发']\",\n",
       "       \"['界面开发', 'Vue', '框架开发', '框架设计', '模块开发', 'Vue.js', '架构设计', 'CSS', 'HTML', 'HTML5']\",\n",
       "       \"['界面开发', '前端开发', '框架开发', '框架设计', '系统开发']\",\n",
       "       \"['css', '前端开发', 'css3', 'react', 'jquery', 'html', 'ajax', 'mysql', 'spring', 'redis']\",\n",
       "       \"['前端开发', 'vue']\",\n",
       "       \"['javascript', 'css', 'html', 'webpack', 'gulp', 'grunt', 'express']\",\n",
       "       \"['界面开发', 'Vue', '前端开发', '框架开发', '框架设计', '网络开发']\",\n",
       "       \"['css3', 'javascript', 'H5', 'Vue.js', 'ElementUI']\",\n",
       "       \"['SystemVerilog']\", \"['CSS', 'HTML5', 'Javascript', '金融领域']\",\n",
       "       \"['前端开发']\", \"['游戏开发', 'HTML5', '功能开发']\",\n",
       "       \"['前端开发', 'Vue', 'jQuery', 'ElementUI', 'Web开发']\",\n",
       "       \"['前端开发', 'vue', 'webpack', 'windows', '小程序', 'javascript']\",\n",
       "       \"['css', '前端开发', 'react', 'html', 'ajax', 'webpack', 'gulp', 'grunt']\",\n",
       "       \"['javascript', 'css', '前端开发', 'css3', 'react', 'vue', 'jquery', 'html']\",\n",
       "       \"['css', '前端开发', 'html', 'java', '小程序']\",\n",
       "       \"['javascript', '前端开发', 'css3', 'vue', '小程序']\", \"['前端开发']\",\n",
       "       \"['前端开发', 'Web开发', 'MVVM', 'CSS', 'Javascript', 'Webpack', 'Gulp']\",\n",
       "       \"['前端开发', 'CSS', 'Javascript', 'web端', 'ES6']\",\n",
       "       \"['javascript', 'css', '前端开发', 'vue', 'jquery', '小程序']\",\n",
       "       \"['React Native', 'React']\",\n",
       "       \"['前端开发', 'Hybrid', '架构设计', '界面开发', '模块开发', '框架开发', '框架设计', 'Javascript', 'HTML']\",\n",
       "       \"['前端开发', 'AngularJS', 'React', 'Vue']\",\n",
       "       \"['css', 'react', 'vue', 'html', 'angular']\",\n",
       "       \"['前端开发', '模块开发', '框架设计', '框架开发', 'ElementUI', '架构设计', '功能开发', '系统开发', 'D语言']\",\n",
       "       \"['javascript', 'css', 'css3', 'vue', 'jquery', 'html', 'ajax', 'webpack', 'angularjs']\",\n",
       "       \"['javascript', 'css', '前端开发', 'css3', 'vue', 'html', 'php', 'java', '小程序']\",\n",
       "       \"['Vue', '前端开发']\", \"['前端开发', 'Vue', 'HTML5', '银行领域', 'IT/信息化领域']\",\n",
       "       \"['前端开发']\", \"['javascript', '前端开发', 'vue', 'jquery', 'webpack']\",\n",
       "       \"['小程序']\", \"['IT/信息化领域', 'React', 'D语言', 'R语言', 'Android', 'iOS']\",\n",
       "       \"['Web开发', '前端开发', 'Javascript', 'Angular', 'nestjs']\",\n",
       "       \"['css3', 'vue', 'webpack', 'git', 'shell']\",\n",
       "       \"['css', 'react', 'vue', 'html', 'php', 'java', 'python', 'go', '小程序']\",\n",
       "       \"['saas']\",\n",
       "       \"['javascript', 'css', '前端开发', 'css3', 'react', 'vue', 'jquery', 'html', 'angular']\",\n",
       "       \"['移动开发', '前端开发', 'Web开发', 'Javascript']\",\n",
       "       \"['javascript', 'css', '前端开发', 'css3', 'html']\",\n",
       "       \"['javascript', 'css', 'css3', 'vue', 'html', 'ajax']\",\n",
       "       \"['javascript', 'css', '前端开发', 'css3', 'react', 'vue', 'jquery', 'html', '小程序']\",\n",
       "       \"['Vue']\", \"['框架设计', '框架开发', '前端开发', 'CSS', 'Javascript', 'HTML']\",\n",
       "       \"['WebRTC', 'Electron', '音视频开发', '音视频编解码']\",\n",
       "       \"['前端开发', '移动开发', '模块开发', '功能开发', '架构设计', '网络开发']\",\n",
       "       \"['前端开发', 'Vue', '架构设计', 'React', 'Angular']\",\n",
       "       \"['前端开发', '移动开发', '框架开发', '框架设计', '架构设计', 'Angular', '架构开发', 'Web开发', 'Sass', 'CSS']\",\n",
       "       \"['css', '前端开发', 'java', '小程序']\", '[]',\n",
       "       \"['javascript', 'css', 'react', 'vue', 'html']\", \"['前端开发']\", '[]',\n",
       "       \"['前端开发', '框架开发', '框架设计', 'React', '界面开发', 'Vue', '移动开发', 'IT/信息化领域', 'R语言', 'C语言']\",\n",
       "       \"['javascript', 'react', 'vue']\", \"['react']\", \"['前端开发', '界面开发']\",\n",
       "       \"['前端开发', 'css3', 'vue']\",\n",
       "       \"['前端开发', '界面开发', '模块开发', '移动开发', '框架开发', '框架设计', 'React', '系统开发', 'VR开发', 'Angular']\",\n",
       "       \"['前端开发', '界面开发', '移动开发', '架构设计', '后端开发', 'CSS', 'HTML5']\",\n",
       "       \"['前端开发', '架构开发', '移动开发', '框架开发', '框架设计', '架构设计']\",\n",
       "       \"['前端开发', 'css3', 'react', 'webpack', 'git']\",\n",
       "       \"['前端开发', 'Vue', '界面开发', '框架开发', '框架设计', 'Javascript']\",\n",
       "       \"['前端开发', '框架开发', '框架设计', 'ECMAScript 6', 'ECMAScript']\",\n",
       "       \"['前端开发', '架构设计', '模块开发', 'Node.js', '框架开发', '框架设计', 'MVVM']\",\n",
       "       \"['前端开发', 'HTML5', 'Javascript', 'Vue', 'CSS', 'jQuery', 'HTML', 'Web开发']\",\n",
       "       \"['前端开发', '架构设计', 'React', '界面开发', 'Vue', '框架开发', '框架设计', 'iOS', 'Android']\",\n",
       "       \"['前端开发', '界面开发', '架构设计', '移动开发', 'React', 'Angular', '架构开发', '框架开发', '框架设计']\",\n",
       "       \"['Echarts', 'Vue', 'IT/信息化领域', 'R语言', 'Webpack']\",\n",
       "       \"['前端开发', 'Layui', 'Bootstrap', 'MVVM', '模块开发', '架构设计']\",\n",
       "       \"['Web开发', 'Vue', 'ECMAScript', 'Echarts', 'CSS']\",\n",
       "       \"['css', '前端开发', 'WebSocket', 'Vue', 'bootstrap']\",\n",
       "       \"['javascript', 'css', '前端开发', 'react', 'vue', 'webpack']\",\n",
       "       \"['前端开发', 'Vue', '框架开发', '框架设计', '界面开发', 'Javascript']\",\n",
       "       \"['前端开发']\",\n",
       "       \"['前端开发', 'RequireJS', 'jQuery', 'AngularJS', 'Bootstrap', '界面开发', 'Vue', 'Angular']\",\n",
       "       '[]',\n",
       "       \"['前端开发', 'Angular', 'Vue', 'React', '架构设计', 'MVVM', '模块开发', '框架开发', '框架设计', 'Webpack']\",\n",
       "       \"['NW.js', '前端开发', 'CSS', 'HTML5', 'HTML', 'C/C++', 'C语言', 'Android', 'Webpack']\",\n",
       "       \"['css', '前端开发', 'react', 'vue', 'html', 'webpack', 'git', 'npm']\",\n",
       "       \"['前端开发']\", \"['前端开发', '界面开发']\",\n",
       "       \"['前端开发', 'react', 'vue', 'flutter', '小程序']\",\n",
       "       \"['javascript', 'css', '前端开发', 'css3', 'react', 'vue', 'jquery', 'html']\",\n",
       "       \"['前端开发', 'css3']\",\n",
       "       \"['前端开发', 'Vue', 'React', 'Node.js', '网络开发', '框架设计', '框架开发', '移动开发', 'CSS']\",\n",
       "       \"['前端开发', 'React', 'Node.js', 'React Native', 'jQuery', '网络开发', 'TypeScript', 'ECMAScript 6', 'ECMAScript']\",\n",
       "       \"['移动开发', '前端开发', 'Vue', '后端开发', 'Node.js', 'Web开发', 'IT/信息化领域', 'D语言', 'C/C++', 'C语言']\",\n",
       "       \"['iOS', 'Android', 'Windows', 'Linux']\", \"['前端开发']\",\n",
       "       \"['javascript', 'css', '前端开发', 'css3', 'vue', 'jquery', 'html', 'ajax', 'java', 'python']\",\n",
       "       \"['Web开发', 'React', 'Javascript', 'HTML', 'CSS', 'jQuery', 'Taro', 'React Native', '银行领域', '金融领域']\",\n",
       "       \"['前端开发', 'vue']\",\n",
       "       \"['react', 'vue', 'webpack', 'angular', 'gulp', 'grunt']\",\n",
       "       \"['javascript', 'css', '前端开发', 'css3', 'vue', 'jquery', 'html']\",\n",
       "       \"['javascript', 'css', '前端开发', 'vue', 'jquery', 'html', 'java', 'requirejs']\",\n",
       "       \"['前端开发', 'HTML', 'Vue']\",\n",
       "       \"['Vue', '前端开发', 'HTML5', 'Javascript', 'CSS']\",\n",
       "       \"['前端开发', 'javascript', 'html', 'typescript', 'c#', 'c++', 'lua', 'sketchup']\",\n",
       "       \"['前端开发', 'Vue', '移动开发', 'React', '框架开发', '框架设计', 'Angular', 'Javascript', 'Gulp', 'Webpack']\",\n",
       "       \"['Vue', '前端开发', 'React', '界面开发', 'ElementUI', '框架设计', '框架开发', 'Node.js', 'iView', '后端开发']\",\n",
       "       \"['前端开发', 'Vue', 'IT/信息化领域', 'ECMAScript 6', 'ECMAScript']\",\n",
       "       \"['前端开发', '移动开发', 'Vue', 'iView', '框架设计', '框架开发', 'CSS', 'HTML5', 'TypeScript', 'HTML']\",\n",
       "       \"['前端开发', '框架设计', '框架开发', '移动开发', 'Web开发', 'CSS', 'ECMAScript', 'Javascript', 'ECMAScript 6']\",\n",
       "       \"['前端开发', 'Vue', 'CSS', 'HTML', 'TypeScript', 'Javascript']\",\n",
       "       \"['javascript', 'css', '前端开发', 'react', 'vue', 'html', 'webpack', 'angular', 'gulp', 'java']\",\n",
       "       \"['javascript', 'css', 'react', 'vue', 'html', 'angular', 'git']\",\n",
       "       \"['前端开发', 'Web开发', 'React', 'HTML5', 'Vue', '架构设计', '架构开发']\",\n",
       "       \"['javascript', 'css', '前端开发', 'css3', 'react', 'vue', 'jquery', 'html', 'angular', 'zepto']\",\n",
       "       \"['PBR开发', '功能开发', '模块开发', '架构设计', 'TypeScript', 'ST语言', 'C/C++', 'C语言', 'Javascript', 'SystemVerilog']\",\n",
       "       '[]',\n",
       "       \"['框架设计', '框架开发', '后端开发', '前端开发', '移动开发', 'Layui', 'Bootstrap', 'Web开发']\",\n",
       "       \"['javascript', '前端开发', 'css3', 'react', 'vue', 'jquery', 'bootstrap']\",\n",
       "       \"['javascript', '前端开发', 'react', 'vue', 'angular', 'html']\",\n",
       "       \"['后端开发', '前端开发', 'Web开发', 'HTML', 'CSS', 'HTML5', 'D语言', '.NET', 'Java']\",\n",
       "       \"['javascript', 'html', '前端开发', 'css', '小程序']\",\n",
       "       \"['javascript', '前端开发', 'css3', 'vue', 'jquery', 'git', 'python', 'mysql']\",\n",
       "       \"['移动开发', '前端开发', '框架开发', '框架设计', 'Bootstrap', '界面开发', '架构设计', 'HTML5', 'HTML']\",\n",
       "       \"['模块开发', '前端开发', '功能开发', 'Vue', '框架设计', '框架开发', 'IT/信息化领域', 'Sass', 'ECMAScript 6', 'ECMAScript']\",\n",
       "       \"['云计算领域']\", \"['前端开发', 'React']\", \"['React']\",\n",
       "       \"['TypeScript', 'Javascript', 'HTML5', 'CSS', 'Vue.3', 'React', 'ElementUI', 'Ant Design', 'Webpack', 'Sass']\",\n",
       "       \"['Vue', 'Webpack', '界面开发', 'ElementUI', 'Android', 'iOS', '金融领域', '银行领域']\",\n",
       "       \"['前端开发', 'Node.js', 'express']\",\n",
       "       \"['Node.js', '框架开发', '框架设计', 'CSS', 'Javascript', 'C语言', 'C/C++', 'ST语言', 'SystemVerilog', 'R语言']\",\n",
       "       \"['web开发']\",\n",
       "       \"['javascript', 'css', '前端开发', 'css3', 'vue', 'jquery', 'ajax']\",\n",
       "       \"['前端开发', '界面开发', '架构设计', '框架开发', '框架设计', 'Echarts', 'MVVM', '需求分析']\",\n",
       "       \"['javascript', 'css', 'vue', '小程序']\",\n",
       "       \"['javascript', 'css', '前端开发', 'react', 'vue', 'jquery', 'webpack', 'gulp', 'grunt', 'git']\",\n",
       "       \"['javascript', 'css', 'vue', 'html', 'mysql', 'redis', 'mongodb']\",\n",
       "       \"['前端开发', 'ES5', '大数据可视化', 'Three.js', 'ECharts', 'D3', 'G2', 'Highcharts']\",\n",
       "       \"['界面开发', 'Vue', 'React', '前端开发', '框架开发', '框架设计', 'HTML5', 'HTML']\",\n",
       "       \"['Node.js']\", \"['react', 'javascript', '前端开发', 'vue', '小程序']\",\n",
       "       \"['框架设计', '框架开发', 'IT/信息化领域', 'React', '前端开发', 'R语言']\",\n",
       "       \"['javascript', 'css3', 'vue', 'typescript']\",\n",
       "       \"['javascript', '前端开发', 'css', 'jquery', 'java']\",\n",
       "       \"['前端开发', '移动开发', '框架开发', '框架设计', 'MVVM', 'CSS', 'HTML']\",\n",
       "       \"['css', '前端开发', 'react', 'vue', 'html', 'angular', 'web端', 'PC端']\",\n",
       "       \"['react']\",\n",
       "       \"['React', '前端开发', 'HTML5', '架构设计', 'React Native', 'IT/信息化领域']\",\n",
       "       \"['界面开发', '框架开发', '框架设计', 'Vue', 'IT/信息化领域', '移动开发', 'VR开发', '架构设计', 'CSS', 'HTML']\",\n",
       "       \"['javascript', '前端开发', 'css3', 'react', 'vue', 'java', 'android', 'HTML5', '小程序', 'PC端']\",\n",
       "       \"['javascript', '前端开发', 'css3', 'react', 'webpack', 'gulp', 'git', 'python', 'linux', 'svn']\",\n",
       "       \"['javascript', 'css', '前端开发', 'css3', 'jquery', 'html', 'ajax', 'php', 'java', 'backbone']\",\n",
       "       \"['javascript', 'css', '前端开发', 'css3', 'xml', '小程序', 'vue', 'html', 'webpack']\",\n",
       "       \"['前端开发', 'git', 'typescript']\", \"['css', '前端开发']\",\n",
       "       \"['javascript', 'css', '前端开发', 'react', 'html', 'webpack', '小程序']\",\n",
       "       \"['javascript', 'css', '前端开发', 'css3', 'vue', 'html']\",\n",
       "       \"['界面开发', '系统开发', '后端开发', 'Node.js', '模块开发', '框架开发', '框架设计', '功能开发', 'React', 'PHP']\",\n",
       "       \"['Web开发', 'Vue', '前端开发', '界面开发', 'Sass', 'Javascript', 'uni-app', 'Taro', 'IT/信息化领域']\",\n",
       "       \"['javascript', '前端开发', 'react', 'jquery', 'webpack', 'ios', '小程序']\",\n",
       "       \"['react', 'vue', 'angularjs']\", \"['css', '前端开发', 'react']\",\n",
       "       \"['css', '前端开发', 'css3', 'react', 'vue', 'html', 'webpack', 'angular', 'npm']\",\n",
       "       \"['前端开发', 'css3', 'react', 'vue', 'git', 'koa', 'express']\",\n",
       "       \"['Vue', 'uni-app', 'Flutter', 'Three.js', 'React', 'Bootstrap', '界面开发', 'Javascript', 'Sass', 'HTML5']\",\n",
       "       \"['模块开发', 'D语言']\", \"['Vue']\",\n",
       "       \"['javascript', 'css', '前端开发', 'css3', 'vue', 'html', 'webpack', 'gulp', 'grunt', 'typescript']\",\n",
       "       \"['css3', 'vue', 'jquery', 'webpack', 'git', 'npm', 'svn']\",\n",
       "       \"['ReactNative', 'React', '前端开发']\",\n",
       "       \"['javascript', 'css', '前端开发', 'react', 'html', 'angular', 'flutter', 'typescript', 'android', 'ios']\",\n",
       "       \"['界面开发', '框架设计', '框架开发', 'Vue', '前端开发', 'Node.js', 'Web开发', 'HTML', 'HTML5', 'CSS']\",\n",
       "       \"['react']\",\n",
       "       \"['React', '框架设计', '框架开发', 'CSS', 'HTML', 'Javascript', 'HTML5', 'ECMAScript 6', 'ECMAScript', 'PHP']\",\n",
       "       \"['Angular', 'jQuery', 'Vue', '前端开发', 'XML', 'CSS', 'Javascript', 'HTML']\",\n",
       "       \"['React', '前端开发', 'C/C++', 'C语言', 'ECMAScript 6', 'ECMAScript', 'C51', 'ES5', 'TypeScript']\",\n",
       "       \"['界面开发', 'Node.js', '前端开发', '框架开发', '框架设计', 'D语言', 'Linux']\",\n",
       "       \"['javascript', 'css', 'vue', 'jquery', 'html', 'ajax', 'webpack', 'gulp', 'java', 'grunt']\",\n",
       "       \"['javascript', 'css', 'react', 'vue', 'webpack', 'xml', 'linux', '小程序']\",\n",
       "       \"['css', '前端开发', 'react', 'vue', 'jquery', 'html', 'webpack', 'bootstrap', 'typescript']\",\n",
       "       \"['React', '前端开发', 'Node.js', 'CI', 'C语言', 'Objective-C', 'C/C++', 'R语言', 'D语言', 'Webpack']\",\n",
       "       \"['css', 'vue', 'webpack']\",\n",
       "       \"['javascript', 'css3', 'vue', 'html', 'webpack']\",\n",
       "       \"['html5', 'vue', '前端开发', 'react', 'php', 'java', 'python', '网络协议', '小程序']\",\n",
       "       \"['javascript', 'css', '前端开发', 'html', 'ajax', '小程序']\", \"['小程序']\",\n",
       "       \"['web前端']\", \"['vue']\",\n",
       "       \"['React', '移动开发', '框架开发', '框架设计', 'CSS', 'HTML', 'Javascript', 'ECMAScript 6', 'ECMAScript', 'HTML5']\",\n",
       "       '[]', '[]', '[]', \"['Linux']\", \"['前端开发', 'vue', '小程序', 'web']\",\n",
       "       \"['javascript', 'css', 'ajax', 'webpack', 'gulp', 'hbuilder']\",\n",
       "       \"['javascript', 'html5', 'css', 'vue.js', 'mvvm']\",\n",
       "       \"['javascript', 'css', '前端开发', 'css3', 'jquery', 'html', 'ajax', '网络协议', 'react']\",\n",
       "       \"['saas', '前端', 'Javascript', 'CSS', 'HTML']\",\n",
       "       \"['javascript', 'css', 'react', 'vue', 'html', 'webpack', 'bootstrap', 'gulp', 'git', 'svn']\",\n",
       "       \"['前端开发', '框架设计', '框架开发', 'Vue', 'React', 'Angular', '架构设计', 'Javascript', 'Sass', 'HTML']\",\n",
       "       '[]', '[]', \"['前端开发', 'react', 'vue', 'angular']\",\n",
       "       \"['前端开发', '后端开发', 'React', 'Vue', 'Angular', 'Javascript']\",\n",
       "       \"['React', 'Web开发', 'CSS', 'TypeScript', 'HTML', 'HTML5', 'Javascript', 'IT/信息化领域', 'Webpack']\",\n",
       "       \"['HTML', 'CSS', 'Javascript', '电商领域', 'IT/信息化领域']\",\n",
       "       \"['javascript', 'css', 'react', 'vue', 'html', 'webpack', 'angular', 'gulp', 'koa', 'express']\",\n",
       "       \"['Vue', 'React', 'HTML5', 'Javascript', '前端开发', 'CSS', 'React Native']\",\n",
       "       \"['Vue', '前端开发', '功能开发', '模块开发', 'ECMAScript 6', 'ECMAScript']\",\n",
       "       \"['javascript', 'css', 'react', 'vue', 'jquery', 'html', 'ajax', 'java', 'git', '小程序']\",\n",
       "       \"['Javascript', 'HTML', 'CSS', '前端开发', 'React', 'Webpack']\", '[]',\n",
       "       '[]', \"['前端开发', 'React']\",\n",
       "       \"['javascript', 'css', '前端开发', 'css3', 'react', 'vue', 'html']\",\n",
       "       \"['javascript', 'vue', '小程序']\",\n",
       "       \"['javascript', 'css', '前端开发', 'react', 'vue', 'jquery', 'webpack', 'gulp', 'java', 'git']\",\n",
       "       \"['java', 'php', 'javascript', 'css', 'webpack']\",\n",
       "       \"['javascript', 'css3', 'webpack', 'gulp', 'git']\",\n",
       "       \"['Vue', 'React', 'ElementUI', 'LIMS', 'LIS']\",\n",
       "       \"['javascript', 'css3', 'react', 'vue', 'jquery', 'ajax', 'webpack']\",\n",
       "       \"['javascript', 'css', 'css3', 'react', 'vue', 'jquery']\", '[]',\n",
       "       \"['小程序']\",\n",
       "       \"['界面开发', '框架开发', '框架设计', 'Vue', '移动开发', 'IT/信息化领域', 'VR开发', '架构设计', 'CSS', 'HTML']\",\n",
       "       \"['前端开发', '架构设计']\", \"['前端开发']\", \"['界面开发', '前端开发', '架构设计']\",\n",
       "       \"['React', '前端开发']\", \"['vue', 'react', 'js', 'h5', '小程序']\",\n",
       "       \"['html5', 'vue', 'css', 'DIV+CSS', 'ES6']\",\n",
       "       \"['javascript', 'css3', 'webpack', 'gulp', 'grunt', 'saas']\",\n",
       "       \"['React', '前端开发', 'TypeScript', 'CSS', 'HTML5', 'Javascript', 'HTML', 'Webpack']\",\n",
       "       \"['前端开发', 'ElementUI', 'Vue', 'Node.js']\",\n",
       "       \"['vue', 'css', 'html', 'javascript', 'ajax', 'git', 'svn', 'gulp', 'webpack', 'rollup']\",\n",
       "       \"['HTML5', '功能开发', '游戏开发']\", \"['小程序']\",\n",
       "       \"['Koa', 'Express', 'Node.js', '前端开发', 'React', 'Javascript', 'Unix', 'Linux']\",\n",
       "       \"['React', 'Vue', 'Angular', '框架设计', 'HTML5', 'Javascript', 'Webpack', 'Electron', 'TypeScript', 'IT/信息化领域']\",\n",
       "       \"['前端开发', 'TypeScript']\", '[]', \"['Vue', '前端开发', 'HTML5', 'CSS']\",\n",
       "       \"['React', 'Vue', 'ElementUI', 'Echarts', 'Ant Design', '电商领域']\",\n",
       "       \"['前端开发', 'Vue', 'ES5', 'HTML5', 'Javascript', 'React', 'CSS']\",\n",
       "       \"['前端开发', 'css3', 'react', 'vue', 'webpack', 'angular', 'gulp', 'php', 'git', 'python']\",\n",
       "       \"['Vue', 'Echarts', 'IT/信息化领域', 'R语言', 'Webpack']\",\n",
       "       \"['框架设计', '框架开发', 'IT/信息化领域', 'Layui', 'Vue', 'jQuery', 'Web开发']\",\n",
       "       \"['vue', 'ps']\",\n",
       "       \"['IT/信息化领域', 'React', 'D语言', 'R语言', 'Android', 'iOS']\",\n",
       "       \"['前端开发']\", \"['小程序', 'vue', 'jquery', 'javascript', '前端开发']\",\n",
       "       \"['架构设计', '需求分析', 'Javascript']\",\n",
       "       \"['javascript', 'jquery', 'webpack', '小程序', 'vue', 'html', 'typescript', 'css', 'npm']\",\n",
       "       \"['Javascript', 'Angular', '银行领域', '金融领域', 'IT/信息化领域', '框架设计', '界面开发']\",\n",
       "       \"['web前端']\", \"['框架设计', '框架开发', 'Vue', 'React']\", \"['ios']\",\n",
       "       \"['WebRTC', 'Vue', 'React', '框架设计', '框架开发']\", '[]',\n",
       "       \"['javascript', 'css3', 'react', 'vue', 'webpack', '前端开发']\",\n",
       "       \"['Angular']\",\n",
       "       \"['后端开发', 'Node.js', 'MVVM', 'MVC', 'Less', 'Sass', 'CSS', 'TypeScript', 'ECMAScript 6', 'ECMAScript']\"],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    " df_PM_gz['job.labels'].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "d607c892",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[['前端开发', 'ElementUI', 'uni-app', '后端开发', 'HTML', 'HTML5'],\n",
       " ['前端开发', '架构设计', 'Vue', '移动开发', 'Node.js', 'HTML5', 'Javascript', 'HTML'],\n",
       " ['前端开发'],\n",
       " ['前端开发', '界面开发', 'React', 'jQuery', 'CSS', 'HTML', 'R语言'],\n",
       " ['前端开发', '界面开发', 'React', 'jQuery', 'CSS', 'HTML', 'R语言'],\n",
       " ['前端开发',\n",
       "  '移动开发',\n",
       "  'Vue',\n",
       "  'React',\n",
       "  'IT/信息化领域',\n",
       "  'Web开发',\n",
       "  'Electron',\n",
       "  'VR开发',\n",
       "  'C语言',\n",
       "  'C/C++'],\n",
       " ['Web开发',\n",
       "  'MVVM',\n",
       "  'Leaflet',\n",
       "  'Vue',\n",
       "  'React',\n",
       "  'Grunt',\n",
       "  '前端开发',\n",
       "  'HTML',\n",
       "  'IT/信息化领域',\n",
       "  '人工智能领域'],\n",
       " ['前端开发', '框架开发', '框架设计', 'Hybrid', 'CSS', 'HTML', 'Webpack'],\n",
       " ['前端开发', '框架开发', '框架设计', 'Vue', '移动开发', '模块开发', 'Vue.js', '架构设计'],\n",
       " ['前端开发', 'Web开发', 'CSS'],\n",
       " ['React', 'Javascript', 'Sass'],\n",
       " ['javascript',\n",
       "  '前端开发',\n",
       "  'css3',\n",
       "  'react',\n",
       "  'jquery',\n",
       "  'ajax',\n",
       "  'webpack',\n",
       "  'angularjs',\n",
       "  'xml'],\n",
       " ['后端开发', '前端开发', '界面开发', '框架开发', '框架设计'],\n",
       " ['javascript', 'css', '前端开发', 'css3', 'react', 'vue', 'jquery', 'html'],\n",
       " ['界面开发', '前端开发', 'Webpack'],\n",
       " ['前端开发',\n",
       "  'CSS',\n",
       "  'HTML',\n",
       "  '界面开发',\n",
       "  'HTML5',\n",
       "  'Javascript',\n",
       "  'Bootstrap',\n",
       "  'ExtJS',\n",
       "  'ElementUI',\n",
       "  'EasyUI'],\n",
       " ['前端开发', 'Node.js', 'CSS', 'HTML', 'HTML5', 'Javascript'],\n",
       " ['Web开发',\n",
       "  '全栈开发',\n",
       "  'Vue',\n",
       "  'React',\n",
       "  'Javascript',\n",
       "  'CSS',\n",
       "  'HTML',\n",
       "  'Webpack',\n",
       "  'IT/信息化领域'],\n",
       " ['前端开发'],\n",
       " ['界面开发'],\n",
       " ['Vue', '前端开发'],\n",
       " ['前端开发', 'React'],\n",
       " ['React', '前端开发', '人工智能领域', '电商领域', 'IT/信息化领域', '商业信息化', '云计算领域'],\n",
       " ['Web开发', '前端开发', '需求分析', '架构设计'],\n",
       " ['前端开发',\n",
       "  'Vue',\n",
       "  '框架设计',\n",
       "  '功能开发',\n",
       "  'Java',\n",
       "  '界面开发',\n",
       "  'HTML5',\n",
       "  'CSS',\n",
       "  'Javascript',\n",
       "  '医疗领域'],\n",
       " ['界面开发', 'Vue', '前端开发', '框架设计', '框架开发'],\n",
       " ['Vue.js', 'Vue', 'HTML5', 'Javascript'],\n",
       " ['前端开发'],\n",
       " ['界面开发', 'Vue', '后端开发', 'Node.js', '框架开发', '框架设计', 'CSS', 'Javascript'],\n",
       " ['框架开发', '框架设计', '前端开发', 'Javascript', 'XML'],\n",
       " ['前端开发', '后端开发', '模块开发', '框架开发', '框架设计', 'Webpack'],\n",
       " ['web前端', 'HTML', 'JavaScript', 'CSS', 'Vue', 'Angular', 'React'],\n",
       " ['Hybrid App', 'Vue'],\n",
       " ['javascript', 'css', 'css3', 'vue', 'html', 'HTML5', 'SQL', '建筑领域'],\n",
       " ['前端开发'],\n",
       " ['前端开发', 'Bootstrap', 'MVVM', 'MVC', 'HTML', 'HTML5', 'D语言'],\n",
       " ['前端开发', 'ElementUI', 'Vue', '界面开发'],\n",
       " ['前端开发', 'React', '框架设计', '框架开发', 'CSS', 'ECMAScript 6', 'ECMAScript', 'ES5'],\n",
       " ['移动开发',\n",
       "  '模块开发',\n",
       "  '前端开发',\n",
       "  '系统开发',\n",
       "  '功能开发',\n",
       "  'Vue',\n",
       "  '框架开发',\n",
       "  '框架设计',\n",
       "  'IT/信息化领域',\n",
       "  '架构设计'],\n",
       " ['前端开发',\n",
       "  'Web开发',\n",
       "  '功能开发',\n",
       "  '模块开发',\n",
       "  '框架开发',\n",
       "  '框架设计',\n",
       "  '架构设计',\n",
       "  'React',\n",
       "  'Vue',\n",
       "  '后端开发'],\n",
       " ['商城、站点等PC'],\n",
       " ['前端开发', 'HTML5', 'Vue', 'IT/信息化领域'],\n",
       " ['前端开发', '移动开发', 'Web开发', '框架设计', '框架开发', 'CSS', 'HTML', 'Javascript', 'C语言'],\n",
       " ['前端开发',\n",
       "  'Vue',\n",
       "  'React',\n",
       "  '框架开发',\n",
       "  '框架设计',\n",
       "  'IT/信息化领域',\n",
       "  '服务器开发',\n",
       "  'AngularJS',\n",
       "  'R语言',\n",
       "  'CSS'],\n",
       " [],\n",
       " [],\n",
       " [],\n",
       " [],\n",
       " [],\n",
       " [],\n",
       " [],\n",
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       " [],\n",
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       " ['javascript', '前端开发', 'css3', 'react', 'vue', 'webpack'],\n",
       " ['javascript', '前端开发', 'css3', 'jquery', 'vue', 'bootstrap'],\n",
       " ['Vue', '前端开发', '模块开发', '架构设计'],\n",
       " ['全栈开发',\n",
       "  '前端开发',\n",
       "  'React',\n",
       "  'Javascript',\n",
       "  '后端开发',\n",
       "  'Vue',\n",
       "  'Node.js',\n",
       "  'python',\n",
       "  'Java',\n",
       "  'TypeScript'],\n",
       " ['前端开发', '模块开发', 'Webpack'],\n",
       " ['javascript', 'java'],\n",
       " ['javascript',\n",
       "  'css',\n",
       "  'css3',\n",
       "  'jquery',\n",
       "  'html',\n",
       "  'ajax',\n",
       "  'java',\n",
       "  'xml',\n",
       "  'backbone',\n",
       "  'zepto'],\n",
       " ['Vue', 'React', 'Angular', 'HTML'],\n",
       " ['前端开发',\n",
       "  'Vue',\n",
       "  'React',\n",
       "  '界面开发',\n",
       "  'jQuery',\n",
       "  '模块开发',\n",
       "  '架构设计',\n",
       "  'Ember',\n",
       "  'CSS',\n",
       "  'Javascript'],\n",
       " ['React'],\n",
       " ['css3', 'vue', 'jquery', '小程序', '前端开发', 'HTML5', 'Javascript'],\n",
       " ['模块开发', 'Web开发', 'D语言', 'WebGL'],\n",
       " ['HTML', 'CSS'],\n",
       " ['React'],\n",
       " ['前端开发', 'HTML5'],\n",
       " ['前端开发',\n",
       "  '界面开发',\n",
       "  'Web开发',\n",
       "  'React',\n",
       "  'Vue',\n",
       "  'AngularJS',\n",
       "  'Bootstrap',\n",
       "  '移动开发',\n",
       "  'Node.js',\n",
       "  'MVVM'],\n",
       " ['前端开发',\n",
       "  '架构设计',\n",
       "  '界面开发',\n",
       "  'Vue',\n",
       "  'React',\n",
       "  'Vue.js',\n",
       "  '移动开发',\n",
       "  'AngularJS',\n",
       "  'Javascript'],\n",
       " ['前端开发',\n",
       "  'Bootstrap',\n",
       "  '框架开发',\n",
       "  '框架设计',\n",
       "  'Web开发',\n",
       "  'AngularJS',\n",
       "  'Javascript',\n",
       "  'CSS'],\n",
       " ['前端开发',\n",
       "  'Vue',\n",
       "  'React',\n",
       "  '移动开发',\n",
       "  '模块开发',\n",
       "  '框架开发',\n",
       "  '框架设计',\n",
       "  'T3.js',\n",
       "  'CSS',\n",
       "  'Javascript'],\n",
       " ['前端开发', 'Vue', 'Webpack', 'React', 'IT/信息化领域', '银行领域', '金融领域'],\n",
       " ['前端开发',\n",
       "  'React',\n",
       "  '界面开发',\n",
       "  'Vue',\n",
       "  '模块开发',\n",
       "  'jQuery',\n",
       "  '架构设计',\n",
       "  'Ember',\n",
       "  'Angular',\n",
       "  'CSS'],\n",
       " ['Javascript', 'Vue', 'CSS', 'HTML5'],\n",
       " ['前端开发',\n",
       "  '架构设计',\n",
       "  'Vue',\n",
       "  'React',\n",
       "  'jQuery',\n",
       "  '框架开发',\n",
       "  '框架设计',\n",
       "  '移动开发',\n",
       "  '架构开发',\n",
       "  'Angular'],\n",
       " ['javascript', 'css', '前端开发', 'react', 'vue', 'angular', 'java'],\n",
       " ['前端开发'],\n",
       " ['前端开发',\n",
       "  '框架开发',\n",
       "  '框架设计',\n",
       "  '界面开发',\n",
       "  'MVVM',\n",
       "  'Vue',\n",
       "  '模块开发',\n",
       "  '移动开发',\n",
       "  '功能开发',\n",
       "  '后端开发'],\n",
       " ['ElementUI', 'Vue', '界面开发', '商业信息化', 'SQL'],\n",
       " ['Vue', 'Vue.js', '界面开发', '前端开发'],\n",
       " ['前端开发',\n",
       "  '后端开发',\n",
       "  '功能开发',\n",
       "  '模块开发',\n",
       "  '框架开发',\n",
       "  '框架设计',\n",
       "  'ASP.NET',\n",
       "  '通信领域',\n",
       "  'uni-app',\n",
       "  'Sass'],\n",
       " ['前端开发', '框架设计', '框架开发', 'Webpack'],\n",
       " ['前端开发', 'Javascript'],\n",
       " ['前端开发', 'Vue', 'React', '框架设计', '框架开发', 'Angular', '架构设计', 'CSS', 'HTML'],\n",
       " ['游戏开发', '前端开发', '引擎开发', '架构设计'],\n",
       " [],\n",
       " ['前端开发', 'Vue', 'CSS', 'HTML', 'Javascript', 'iOS'],\n",
       " [],\n",
       " ['css',\n",
       "  '前端开发',\n",
       "  'css3',\n",
       "  'vue',\n",
       "  'jquery',\n",
       "  'html',\n",
       "  'ajax',\n",
       "  'git',\n",
       "  'npm',\n",
       "  '网络协议'],\n",
       " ['前端开发'],\n",
       " ['架构设计', '前端开发', 'React', 'Vue', 'Angular'],\n",
       " ['界面开发',\n",
       "  '前端开发',\n",
       "  'Node.js',\n",
       "  '后端开发',\n",
       "  '框架开发',\n",
       "  '框架设计',\n",
       "  'C/C++',\n",
       "  'C语言',\n",
       "  'ECMAScript 6',\n",
       "  'ECMAScript'],\n",
       " ['AngularJS', 'React', 'Javascript', 'HTML', 'Webpack', 'MobX'],\n",
       " ['前端开发', 'React'],\n",
       " ['前端开发', '界面开发', '电商领域', '框架开发', '框架设计', 'PHP'],\n",
       " ['IT/信息化领域', 'C语言', 'C/C++', 'R语言'],\n",
       " ['css', '前端开发', 'css3', 'react', 'vue', 'jquery', 'html', 'angularjs', '小程序'],\n",
       " ['前端开发', '后端开发', 'jQuery'],\n",
       " ['AngularJS',\n",
       "  'HTML5',\n",
       "  'Javascript',\n",
       "  'HTML',\n",
       "  'React',\n",
       "  'Vue',\n",
       "  'Angular',\n",
       "  'React Native',\n",
       "  'IT/信息化领域',\n",
       "  '保险领域'],\n",
       " ['前端开发', '框架设计', '框架开发', 'CSS', 'HTML', 'ECMAScript 6', 'ECMAScript'],\n",
       " ['ElementUI', '模块开发', '功能开发'],\n",
       " ['前端开发',\n",
       "  'Hybrid',\n",
       "  '架构设计',\n",
       "  '界面开发',\n",
       "  '框架开发',\n",
       "  '框架设计',\n",
       "  '模块开发',\n",
       "  'Javascript',\n",
       "  'HTML'],\n",
       " ['Vue',\n",
       "  '前端开发',\n",
       "  'React',\n",
       "  'Node.js',\n",
       "  '网络开发',\n",
       "  'CSS',\n",
       "  'HTML',\n",
       "  'ECMAScript 6',\n",
       "  'ECMAScript',\n",
       "  'HTML5'],\n",
       " ['css', '前端开发', 'css3', 'html', 'webpack', 'npm', 'svn', '小程序'],\n",
       " ['css3', 'react', 'vue', 'angular'],\n",
       " ['前端开发',\n",
       "  'Echarts',\n",
       "  'React',\n",
       "  '模块开发',\n",
       "  '服务器开发',\n",
       "  'D3.js',\n",
       "  '架构设计',\n",
       "  'ECMAScript 6',\n",
       "  'ECMAScript',\n",
       "  'HTML'],\n",
       " ['前端开发', 'React', 'Vue', 'Angular', 'Web开发', '大数据领域'],\n",
       " ['javascript', 'css', '前端开发', 'react', 'html', 'ajax'],\n",
       " ['前端开发', '移动开发', 'CSS', 'ECMAScript 6', 'ECMAScript'],\n",
       " ['Vue',\n",
       "  '前端开发',\n",
       "  'CSS',\n",
       "  'HTML',\n",
       "  'Sass',\n",
       "  'Webpack',\n",
       "  'IT/信息化领域',\n",
       "  'Javascript',\n",
       "  'jQuery',\n",
       "  'Vue.js'],\n",
       " ['保险公司背景'],\n",
       " ['前端开发', '框架设计', '框架开发', '移动开发', '架构设计', '架构开发', 'WXML'],\n",
       " ['javascript', 'css', 'react', 'vue', 'html', 'git', '小程序'],\n",
       " ['Vue', 'Angular', 'React', 'Javascript', 'HTML', 'CSS'],\n",
       " ['前端开发',\n",
       "  '界面开发',\n",
       "  'HTML',\n",
       "  'HTML5',\n",
       "  'CSS',\n",
       "  'Sass',\n",
       "  'Javascript',\n",
       "  'Vue',\n",
       "  'React',\n",
       "  '教育领域'],\n",
       " ['React', 'AEM', '前端开发'],\n",
       " ['前端开发', '大数据领域', 'ECMAScript 6', 'ECMAScript'],\n",
       " ['界面开发', 'React', 'Sass'],\n",
       " ['前端开发',\n",
       "  'Vue',\n",
       "  'CSS',\n",
       "  'Unix',\n",
       "  'Linux',\n",
       "  'Javascript',\n",
       "  '政府/政务/国企',\n",
       "  'gis可视化',\n",
       "  '移动端app经验\\xa0',\n",
       "  'ElementUI'],\n",
       " ['前端开发', '小程序'],\n",
       " [],\n",
       " ['界面开发',\n",
       "  'Node.js',\n",
       "  'Vue',\n",
       "  'Vue.js',\n",
       "  '前端开发',\n",
       "  'MVVM',\n",
       "  'React',\n",
       "  'AngularJS',\n",
       "  'Sass',\n",
       "  'Javascript'],\n",
       " ['前端开发',\n",
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       "  'React',\n",
       "  'Vue',\n",
       "  'Ember',\n",
       "  'jQuery',\n",
       "  '模块开发',\n",
       "  '架构设计',\n",
       "  'CSS',\n",
       "  'Javascript'],\n",
       " ['前端开发', '界面开发', '后端开发', '框架设计', '框架开发', '系统开发', 'HTML', 'HTML5'],\n",
       " ['前端开发', 'Echarts', '界面开发', 'React', '框架设计', '框架开发'],\n",
       " ['前端开发',\n",
       "  '界面开发',\n",
       "  'React',\n",
       "  'jQuery',\n",
       "  'Vue',\n",
       "  '模块开发',\n",
       "  'Ember',\n",
       "  '架构设计',\n",
       "  'CSS',\n",
       "  'Javascript'],\n",
       " ['前端开发',\n",
       "  'Echarts',\n",
       "  '系统开发',\n",
       "  'Vue',\n",
       "  '界面开发',\n",
       "  'React',\n",
       "  'Node.js',\n",
       "  'D3.js',\n",
       "  '框架开发',\n",
       "  '框架设计'],\n",
       " ['前端开发', 'HTML5'],\n",
       " ['游戏开发', '引擎开发', '移动开发', 'Javascript', 'HTML', 'HTML5'],\n",
       " ['界面开发',\n",
       "  '前端开发',\n",
       "  'Grunt',\n",
       "  '移动开发',\n",
       "  'Stylus',\n",
       "  '架构设计',\n",
       "  'CSS',\n",
       "  'R语言',\n",
       "  'Less',\n",
       "  'HTML'],\n",
       " ['前端开发', '移动开发', 'Web开发', 'Vue'],\n",
       " ['大牛带队', '技术快速更新迭代'],\n",
       " ['javascript', 'css', 'css3', 'react', 'vue', '网络协议', 'saas'],\n",
       " ['Web开发',\n",
       "  'Vue',\n",
       "  '前端开发',\n",
       "  'React',\n",
       "  '架构设计',\n",
       "  'Webpack',\n",
       "  'Ant Design',\n",
       "  'ElementUI',\n",
       "  'React Native',\n",
       "  'uni-app'],\n",
       " ['Web开发', 'Vue', 'HTML5', '框架设计', '需求分析', 'HTML', 'Javascript'],\n",
       " ['javascript', 'css', '前端开发', 'vue', 'jquery'],\n",
       " ['前端开发',\n",
       "  '框架开发',\n",
       "  '框架设计',\n",
       "  '云计算领域',\n",
       "  'HTML',\n",
       "  'CSS',\n",
       "  'ECMAScript 6',\n",
       "  'ECMAScript'],\n",
       " ['React', 'CSS', 'Javascript', 'HTML'],\n",
       " ['React',\n",
       "  '前端开发',\n",
       "  '移动开发',\n",
       "  'Web开发',\n",
       "  'Babel',\n",
       "  '框架开发',\n",
       "  '框架设计',\n",
       "  'React Native',\n",
       "  'ECMAScript 6',\n",
       "  'ECMAScript'],\n",
       " ['Reactjs'],\n",
       " ['前端开发', '框架开发', '框架设计', 'Javascript', 'CSS', 'HTML'],\n",
       " ['H5端'],\n",
       " ['架构设计', '前端开发', '架构开发', 'iOS', 'Android'],\n",
       " ['前端开发', '界面开发', '服务器开发', '架构设计'],\n",
       " ['前端开发', 'Web开发', '界面开发', '电商领域', '金融领域'],\n",
       " ['HTML', 'JSS', 'JSON', 'CSS', 'HTTP协议', 'Vuejs、Re'],\n",
       " ['前端开发', 'React'],\n",
       " ['前端开发', '框架设计', '框架开发', 'MVVM', 'Webpack'],\n",
       " ['前端开发', '界面开发', '架构设计', 'MVVM', '框架开发', '框架设计', 'Gulp', 'Webpack'],\n",
       " ['前端开发',\n",
       "  'Vue',\n",
       "  '界面开发',\n",
       "  'React',\n",
       "  'jQuery',\n",
       "  '模块开发',\n",
       "  'Ember',\n",
       "  '架构设计',\n",
       "  'CSS',\n",
       "  'Javascript'],\n",
       " ['前端开发',\n",
       "  'Javascript',\n",
       "  'jQuery',\n",
       "  'Node.js',\n",
       "  'Vue',\n",
       "  'React',\n",
       "  'ExtJS',\n",
       "  'HTML',\n",
       "  'CSS'],\n",
       " ['React'],\n",
       " ['前端开发',\n",
       "  'HTML5',\n",
       "  'Javascript',\n",
       "  'CSS',\n",
       "  'ElementUI',\n",
       "  'React',\n",
       "  '功能开发',\n",
       "  '框架设计',\n",
       "  'EasyUI',\n",
       "  'Weex'],\n",
       " ['前端开发',\n",
       "  '界面开发',\n",
       "  'Echarts',\n",
       "  '架构设计',\n",
       "  'Highcharts',\n",
       "  '框架设计',\n",
       "  '框架开发',\n",
       "  'CSS',\n",
       "  'Javascript',\n",
       "  'Java'],\n",
       " ['后端开发', 'Node.js', '前端开发', 'CSS', 'Sass', 'Less', 'D语言'],\n",
       " ['angular'],\n",
       " ['界面开发',\n",
       "  'Vue',\n",
       "  'React',\n",
       "  'jQuery',\n",
       "  '框架开发',\n",
       "  '框架设计',\n",
       "  'Angular',\n",
       "  '全栈开发',\n",
       "  'CSS',\n",
       "  'Javascript'],\n",
       " ['框架开发', '框架设计', '云计算领域'],\n",
       " ['Angular', '前端开发', 'HTML5', 'CSS3', 'Javascript', 'Node.js', 'AngularJS'],\n",
       " ['TypeScript', 'WebGL', 'Three.js', '3D开发'],\n",
       " ['Angular'],\n",
       " ['Vue', 'Java', '银行领域'],\n",
       " ['电商团队 ', '业务运维', '前端开发', '数字化'],\n",
       " ['前端开发', 'Vue', 'ElementUI', 'React', '框架开发', '框架设计', 'AngularJS', '服务器开发'],\n",
       " ['前端开发', 'Vue', 'React', 'Javascript', '需求分析', '文娱行业', '小说类快应用', '快应用开发'],\n",
       " ['前端开发',\n",
       "  'Javascript',\n",
       "  'CSS',\n",
       "  'HTML',\n",
       "  'Vue',\n",
       "  'AngularJS',\n",
       "  'Leaflet',\n",
       "  'Echarts',\n",
       "  'Three.js',\n",
       "  'Android'],\n",
       " ['javascript',\n",
       "  'css',\n",
       "  'react',\n",
       "  'vue',\n",
       "  'html',\n",
       "  'webpack',\n",
       "  'angular',\n",
       "  'gulp',\n",
       "  'php',\n",
       "  'java'],\n",
       " ['Electron'],\n",
       " ['Vue', 'Leaflet'],\n",
       " ['前端开发', '界面开发', '网络开发'],\n",
       " ['Bootstrap', '前端开发', 'MVVM', 'MVC', 'HTML', 'HTML5', 'D语言'],\n",
       " ['React', 'TypeScript', '前端开发'],\n",
       " ['ESLint',\n",
       "  '界面开发',\n",
       "  'uni-app',\n",
       "  'Grunt',\n",
       "  '前端开发',\n",
       "  '架构设计',\n",
       "  '需求分析',\n",
       "  'Sass',\n",
       "  'Less',\n",
       "  'ECMAScript 6'],\n",
       " ['前端开发', 'Vue', 'React', 'Angular', '框架设计', '框架开发', '服务器开发'],\n",
       " ['React',\n",
       "  '架构设计',\n",
       "  '前端开发',\n",
       "  '模块开发',\n",
       "  '移动开发',\n",
       "  '电商领域',\n",
       "  '框架开发',\n",
       "  '框架设计',\n",
       "  'T3.js',\n",
       "  '架构开发'],\n",
       " ['Angular'],\n",
       " ['前端开发'],\n",
       " ['Vue', '前端开发', '界面开发', 'Javascript'],\n",
       " ['框架设计', '框架开发', '前端开发', 'Javascript', 'XML'],\n",
       " ['Echarts',\n",
       "  'Mybatis',\n",
       "  '前端开发',\n",
       "  '框架设计',\n",
       "  '框架开发',\n",
       "  'Spring',\n",
       "  'CSS',\n",
       "  'HTML',\n",
       "  'HTML5',\n",
       "  'Webpack'],\n",
       " ['前端开发',\n",
       "  '框架开发',\n",
       "  '框架设计',\n",
       "  'Bootstrap',\n",
       "  '功能开发',\n",
       "  '模块开发',\n",
       "  'jQuery',\n",
       "  '云计算领域',\n",
       "  'Webpack',\n",
       "  'Gulp'],\n",
       " ['前端开发',\n",
       "  'Vue',\n",
       "  'ElementUI',\n",
       "  'React',\n",
       "  'Bootstrap',\n",
       "  '框架开发',\n",
       "  '框架设计',\n",
       "  'Angular',\n",
       "  '系统开发',\n",
       "  'ECMAScript 6'],\n",
       " ['模块开发', '前端开发'],\n",
       " ['前端开发', 'React', '框架设计', '框架开发', 'Webpack'],\n",
       " ['前端开发', 'D语言'],\n",
       " ['前端开发', '架构设计', 'Vue', '框架开发', '框架设计', 'React', '架构开发', 'MobX'],\n",
       " ['框架设计', '框架开发', '前端开发', 'Javascript', 'XML'],\n",
       " ['前端开发',\n",
       "  '框架设计',\n",
       "  '框架开发',\n",
       "  '界面开发',\n",
       "  'jQuery',\n",
       "  'Vue',\n",
       "  'Vue.js',\n",
       "  'Web开发',\n",
       "  'CSS',\n",
       "  'HTML'],\n",
       " ['地图开发', '前端开发', 'GIS', 'Vue'],\n",
       " ['前端开发', 'HTML', 'HTML5'],\n",
       " ['React',\n",
       "  '前端开发',\n",
       "  '框架设计',\n",
       "  '框架开发',\n",
       "  'Web开发',\n",
       "  'Javascript',\n",
       "  'R语言',\n",
       "  'C语言',\n",
       "  'C/C++'],\n",
       " ['Vue', 'React', '前端开发', 'IT/信息化领域', '银行领域', '金融领域'],\n",
       " ['Web开发', '前端开发', '界面开发'],\n",
       " ['css', 'html', 'java'],\n",
       " ['前端开发',\n",
       "  'Echarts',\n",
       "  '界面开发',\n",
       "  '移动开发',\n",
       "  '架构设计',\n",
       "  'Javascript',\n",
       "  'C语言',\n",
       "  'R语言',\n",
       "  'C/C++'],\n",
       " ['界面开发',\n",
       "  '系统开发',\n",
       "  'Vue',\n",
       "  '模块开发',\n",
       "  'CSS',\n",
       "  'C语言',\n",
       "  'C/C++',\n",
       "  'HTML5',\n",
       "  'HTML',\n",
       "  'Javascript'],\n",
       " ['H5游戏前端开发主程'],\n",
       " ['前端开发', '界面开发', '模块开发', '功能开发', '框架开发', '框架设计', '架构设计', '系统开发'],\n",
       " ['Web开发', 'React', 'ElementUI', 'Ant Design', 'EasyUI', '金融领域'],\n",
       " ['javascript', 'css3', 'jquery', 'html'],\n",
       " ['前端开发',\n",
       "  '框架开发',\n",
       "  '框架设计',\n",
       "  'uni-app',\n",
       "  '移动开发',\n",
       "  'Web开发',\n",
       "  'Electron',\n",
       "  'HTML',\n",
       "  'ECMAScript 6',\n",
       "  'ECMAScript'],\n",
       " ['前端开发',\n",
       "  '框架设计',\n",
       "  '框架开发',\n",
       "  'Web开发',\n",
       "  'AngularJS',\n",
       "  'Bootstrap',\n",
       "  'CSS',\n",
       "  'Javascript'],\n",
       " ['CSS', 'Javascript', 'HTML', 'React', 'Vue'],\n",
       " ['Vue', 'React', 'Angular', 'HTML', 'CSS', 'Javascript'],\n",
       " ['前端开发', 'Vue', 'Javascript', 'HTML5', 'CSS', 'jQuery', '界面开发', '需求分析'],\n",
       " [],\n",
       " ['vue3'],\n",
       " ['javascript',\n",
       "  '前端开发',\n",
       "  'css3',\n",
       "  'react',\n",
       "  'vue',\n",
       "  'jquery',\n",
       "  'ajax',\n",
       "  'webpack',\n",
       "  'angular',\n",
       "  'bootstrap'],\n",
       " ['SystemVerilog'],\n",
       " ['模块开发',\n",
       "  '功能开发',\n",
       "  'Express',\n",
       "  'Vue',\n",
       "  '前端开发',\n",
       "  'React',\n",
       "  'Angular',\n",
       "  'ECMAScript 6',\n",
       "  'ECMAScript',\n",
       "  'R语言'],\n",
       " ['前端开发', 'React', 'React Native', 'Taro'],\n",
       " ['javascript', '前端开发', 'css3', 'react', 'vue', 'angular'],\n",
       " ['React', 'Redux', 'CICD', 'AWS', 'Docker', '英语可作工作语言'],\n",
       " ['React Native', 'React', 'iOS', 'Android', '英语可作工作语言', '粤语加分'],\n",
       " ['前端开发', '云计算领域', 'Vue', '后端开发', '大数据领域', '工业互联网'],\n",
       " ['前端开发', 'Vue', 'React', 'Angular', 'CSS', 'ES5', 'HTML', 'HTML5'],\n",
       " ['前端开发', 'React', '框架设计', '框架开发', '系统开发', 'Webpack'],\n",
       " ['前端开发',\n",
       "  '界面开发',\n",
       "  '后端开发',\n",
       "  'Babel',\n",
       "  'AngularJS',\n",
       "  '系统开发',\n",
       "  '框架开发',\n",
       "  '框架设计',\n",
       "  'HTML5',\n",
       "  'HTML'],\n",
       " ['Vue', '前端开发', '模块开发', '架构设计'],\n",
       " ['HTML5', 'Vue', '微信小程序'],\n",
       " ['Vue', 'React', 'Javascript', 'HTML', 'HTML5', '框架设计', '界面开发'],\n",
       " ['前端开发', 'Vue', 'React'],\n",
       " [],\n",
       " ['javascript', 'jquery', 'ajax', 'webpack'],\n",
       " [],\n",
       " ['css3', 'vue', 'jquery', 'bootstrap', '前端开发'],\n",
       " ['React', 'Node.js', '前端开发', 'Objective-C', 'C语言', 'C/C++', 'D语言', 'R语言'],\n",
       " ['React Native'],\n",
       " ['前端开发', 'Vue'],\n",
       " ['javascript',\n",
       "  'css',\n",
       "  'react',\n",
       "  'vue',\n",
       "  'jquery',\n",
       "  'html',\n",
       "  'ajax',\n",
       "  'angular',\n",
       "  'bootstrap'],\n",
       " ['IOS框架', 'Framework'],\n",
       " ['Node.js',\n",
       "  '前端开发',\n",
       "  'Web开发',\n",
       "  'IT/信息化领域',\n",
       "  'AngularJS',\n",
       "  'HTML',\n",
       "  'C语言',\n",
       "  'C/C++',\n",
       "  'CSS',\n",
       "  'Javascript'],\n",
       " ['Node.js', 'ElementUI', 'Vue', 'Ant Design', 'React', 'Electron', '系统开发'],\n",
       " ['前端开发'],\n",
       " ['Vue',\n",
       "  '前端开发',\n",
       "  'React',\n",
       "  'Web开发',\n",
       "  'AngularJS',\n",
       "  '框架开发',\n",
       "  '框架设计',\n",
       "  'Webpack',\n",
       "  'Gulp'],\n",
       " ['前端开发', 'jQuery', 'Vue', '教育领域', '大数据领域', '人工智能领域'],\n",
       " ['架构设计',\n",
       "  '前端开发',\n",
       "  'Vue',\n",
       "  '模块开发',\n",
       "  '框架设计',\n",
       "  '框架开发',\n",
       "  'MVVM',\n",
       "  'MVC',\n",
       "  'Angular',\n",
       "  '电商领域'],\n",
       " ['Vue', 'HTML5', 'Javascript', '电商领域'],\n",
       " ['to C', '游戏官网', 'h5活动页面'],\n",
       " ['前端开发',\n",
       "  'Hybrid',\n",
       "  '界面开发',\n",
       "  '模块开发',\n",
       "  '框架开发',\n",
       "  '框架设计',\n",
       "  '架构设计',\n",
       "  'Javascript',\n",
       "  'HTML'],\n",
       " ['前端开发',\n",
       "  'Echarts',\n",
       "  '移动开发',\n",
       "  '界面开发',\n",
       "  '架构设计',\n",
       "  'Javascript',\n",
       "  'C语言',\n",
       "  'C/C++',\n",
       "  'R语言'],\n",
       " ['Vue', '前端开发', 'HTML5'],\n",
       " ['React', 'Vue', 'Electron', 'C语言', 'C/C++', 'R语言', 'Objective-C'],\n",
       " ['前端开发', '界面开发', '后端开发', '框架设计', '框架开发', '移动开发'],\n",
       " ['uni-app', '前端开发', 'Web开发', '移动开发', 'ASP.NET', '.NET', 'M语言'],\n",
       " ['自然资源工作经验', 'GIS', '前端开发经验'],\n",
       " ['前端开发',\n",
       "  '架构设计',\n",
       "  'Node.js',\n",
       "  '后端开发',\n",
       "  '移动开发',\n",
       "  'Grunt',\n",
       "  '框架开发',\n",
       "  '框架设计',\n",
       "  '界面开发',\n",
       "  'Web开发'],\n",
       " ['前端开发', '界面开发', '模块开发', '功能开发', '架构设计', '框架开发', '框架设计', '系统开发'],\n",
       " ['Vue', 'React', 'Java', 'Linux', '银行领域'],\n",
       " ['CI'],\n",
       " ['react', 'vue', 'ajax', '网络协议', '小程序'],\n",
       " ['界面开发',\n",
       "  'Vue',\n",
       "  'React',\n",
       "  'jQuery',\n",
       "  '框架开发',\n",
       "  '框架设计',\n",
       "  'Angular',\n",
       "  '全栈开发',\n",
       "  'CSS',\n",
       "  'Javascript'],\n",
       " ['ASP.NET', 'ECMAScript 6', 'ECMAScript', 'Javascript'],\n",
       " [],\n",
       " ['前端开发', 'jQuery', 'MVC', 'Javascript'],\n",
       " ['前端开发', 'Node.js'],\n",
       " ['Electron', 'Node.js'],\n",
       " ['React', 'Bootstrap', 'IT/信息化领域'],\n",
       " ['CSS', 'HTML', 'HTML5'],\n",
       " ['React', '移动开发', '前端开发', '框架设计', '框架开发'],\n",
       " ['游戏开发', '前端开发', '界面开发', 'TypeScript', 'HTML5', 'Javascript'],\n",
       " ['React', 'Vue'],\n",
       " ['Web开发', 'React', 'Vue'],\n",
       " ['讲师', '前端培训'],\n",
       " ['前端开发', 'Web开发', 'Vue', '后端开发', '银行领域', '保险领域', '金融领域'],\n",
       " ['Vue', '移动开发', '前端开发', 'CSS'],\n",
       " ['Vue', 'React', '框架设计', '框架开发', 'Electron'],\n",
       " ['javascript', '前端开发', 'css3', 'jquery', 'webpack'],\n",
       " ['React', 'Vue', 'Angular', 'React Native', 'Grunt', 'Three.js', '前端开发'],\n",
       " ['Vue',\n",
       "  'Echarts',\n",
       "  'ElementUI',\n",
       "  '移动开发',\n",
       "  'React',\n",
       "  'Angular',\n",
       "  '界面开发',\n",
       "  '前端开发',\n",
       "  'Bootstrap',\n",
       "  '框架设计'],\n",
       " ['前端开发', '架构设计', 'CSS', 'HTML', 'Javascript', 'XML', 'HTML5'],\n",
       " ['界面开发',\n",
       "  '前端开发',\n",
       "  'Vue',\n",
       "  'Vue.js',\n",
       "  'jQuery',\n",
       "  'EasyUI',\n",
       "  'Web开发',\n",
       "  '移动开发',\n",
       "  '框架设计',\n",
       "  '框架开发'],\n",
       " ['javascript', 'css', 'html', 'php'],\n",
       " ['前端开发', '小程序'],\n",
       " ['前端开发', 'React'],\n",
       " ['Javascript', 'Gulp', 'Webpack', 'Express'],\n",
       " ['前端开发',\n",
       "  'Vue',\n",
       "  'React',\n",
       "  'Angular',\n",
       "  '模块开发',\n",
       "  'MVVM',\n",
       "  '架构设计',\n",
       "  '框架设计',\n",
       "  '框架开发',\n",
       "  'Webpack'],\n",
       " ['前端开发', '框架开发', '框架设计', '模块开发', 'MVVM', 'CSS'],\n",
       " ['框架开发',\n",
       "  '框架设计',\n",
       "  '前端开发',\n",
       "  'Node.js',\n",
       "  '架构设计',\n",
       "  'IOS框架',\n",
       "  'Vue',\n",
       "  '界面开发',\n",
       "  '架构开发',\n",
       "  'jQuery'],\n",
       " ['界面开发', '框架开发', '框架设计', '前端开发', '移动开发', 'Web开发', 'HTML5', 'HTML'],\n",
       " ['前端开发'],\n",
       " ['vue3'],\n",
       " ['前端开发', 'Vue', 'React', 'TypeScript'],\n",
       " ['前端开发', '框架开发', '框架设计'],\n",
       " ['HTML', 'Javascript', '前端开发', 'HTML5', '框架设计', '架构设计'],\n",
       " ['前端开发', '框架设计', '框架开发'],\n",
       " ['前端开发', '后端开发', 'React', '框架开发', '框架设计', 'Angular', 'Node.js', 'HTML'],\n",
       " ['javascript',\n",
       "  'css',\n",
       "  '前端开发',\n",
       "  'css3',\n",
       "  'vue',\n",
       "  'html',\n",
       "  'ajax',\n",
       "  'webpack',\n",
       "  'xml',\n",
       "  'git'],\n",
       " ['React',\n",
       "  'IT/信息化领域',\n",
       "  '前端开发',\n",
       "  '系统开发',\n",
       "  'TypeScript',\n",
       "  'Javascript',\n",
       "  'C/C++',\n",
       "  'C语言',\n",
       "  'R语言',\n",
       "  'ECMAScript 6'],\n",
       " ['前端开发'],\n",
       " ['前端开发',\n",
       "  'react',\n",
       "  'vue',\n",
       "  'ajax',\n",
       "  'webpack',\n",
       "  'angular',\n",
       "  'gulp',\n",
       "  'grunt',\n",
       "  'npm',\n",
       "  '小程序'],\n",
       " ['Web开发'],\n",
       " ['React Native', 'React', 'API'],\n",
       " ['Vue', 'IT/信息化领域', 'Javascript'],\n",
       " ['前端开发',\n",
       "  'React',\n",
       "  '框架开发',\n",
       "  '框架设计',\n",
       "  'CSS',\n",
       "  'TypeScript',\n",
       "  'C/C++',\n",
       "  'C语言',\n",
       "  'Javascript',\n",
       "  'HTML'],\n",
       " ['前端开发',\n",
       "  '框架开发',\n",
       "  '框架设计',\n",
       "  'Node.js',\n",
       "  'React',\n",
       "  '架构设计',\n",
       "  'ESLint',\n",
       "  'Vue',\n",
       "  'Babel',\n",
       "  '大数据领域'],\n",
       " ['Web开发', 'Vue', 'React', 'Electron', 'React Native'],\n",
       " ['前端开发', 'React', '大数据领域', 'Vue', '框架开发', '框架设计', '架构设计', '人工智能领域', '需求分析'],\n",
       " ['前端开发', '头部公募基金'],\n",
       " ['前端开发',\n",
       "  'Web开发',\n",
       "  '框架开发',\n",
       "  '框架设计',\n",
       "  'AngularJS',\n",
       "  'Bootstrap',\n",
       "  'Javascript',\n",
       "  'CSS',\n",
       "  'XML'],\n",
       " ['javascript',\n",
       "  '前端开发',\n",
       "  'vue',\n",
       "  'jquery',\n",
       "  'ajax',\n",
       "  'webpack',\n",
       "  'gulp',\n",
       "  'xml',\n",
       "  '小程序'],\n",
       " ['Web开发',\n",
       "  'Vue',\n",
       "  'React',\n",
       "  '界面开发',\n",
       "  'HTML',\n",
       "  'HTML5',\n",
       "  'Javascript',\n",
       "  'React Native',\n",
       "  'IT/信息化领域'],\n",
       " ['前端开发',\n",
       "  'React',\n",
       "  '框架设计',\n",
       "  '框架开发',\n",
       "  'Javascript',\n",
       "  'HTML',\n",
       "  'CSS',\n",
       "  'TypeScript',\n",
       "  'R语言',\n",
       "  'C/C++'],\n",
       " ['React', '架构设计', 'HTML', 'Webpack'],\n",
       " ['前端开发', '框架设计', '框架开发', '网络开发'],\n",
       " ['界面开发', '前端开发', '框架开发', '框架设计'],\n",
       " ['css3', 'vue', 'jquery', '小程序'],\n",
       " ['前端开发', '框架设计', '框架开发'],\n",
       " ['前端开发', 'Bootstrap', 'MVVM', 'MVC', 'D语言', 'HTML', 'HTML5'],\n",
       " [],\n",
       " [],\n",
       " ['css', '前端开发', 'react', 'html', 'webpack', 'Umi', 'Antd '],\n",
       " ['前端开发',\n",
       "  '后端开发',\n",
       "  'React',\n",
       "  'Vue',\n",
       "  '界面开发',\n",
       "  '全栈开发',\n",
       "  '框架开发',\n",
       "  '框架设计',\n",
       "  'Angular',\n",
       "  'ECMAScript 6'],\n",
       " ['移动开发', '前端开发', 'Web开发', 'Javascript'],\n",
       " ['前端开发', '模块开发', '架构设计', 'C/C++', 'C语言'],\n",
       " ['前端开发',\n",
       "  '界面开发',\n",
       "  'Web开发',\n",
       "  'AngularJS',\n",
       "  'React',\n",
       "  '移动开发',\n",
       "  'Bootstrap',\n",
       "  'MVVM',\n",
       "  'Node.js',\n",
       "  'Vue'],\n",
       " ['界面开发',\n",
       "  '前端开发',\n",
       "  '架构设计',\n",
       "  '移动开发',\n",
       "  '框架设计',\n",
       "  '框架开发',\n",
       "  'Echarts',\n",
       "  'React',\n",
       "  'jQuery',\n",
       "  'Angular'],\n",
       " ['HTML5', 'Javascript', 'CSS', '大数据领域', '人工智能领域', 'IT/信息化领域'],\n",
       " ['前端开发',\n",
       "  '界面开发',\n",
       "  'Vue',\n",
       "  '移动开发',\n",
       "  '架构设计',\n",
       "  'CSS',\n",
       "  'SQL',\n",
       "  'HTML',\n",
       "  'HTML5',\n",
       "  'Java'],\n",
       " ['Vue.js',\n",
       "  'ElementUI',\n",
       "  'CSS',\n",
       "  'Webpack',\n",
       "  '架构设计',\n",
       "  '框架设计',\n",
       "  'HTML5',\n",
       "  '银行领域',\n",
       "  '医疗领域',\n",
       "  '大数据领域'],\n",
       " ['Javascript',\n",
       "  'Web开发',\n",
       "  'Vue.js',\n",
       "  'uni-app',\n",
       "  'ElementUI',\n",
       "  'Axios',\n",
       "  'Echarts',\n",
       "  'Webpack',\n",
       "  '电商领域',\n",
       "  '医疗领域'],\n",
       " ['前端开发', 'css3', 'react', 'vue', 'webpack', 'git'],\n",
       " ['javascript',\n",
       "  '前端开发',\n",
       "  'css3',\n",
       "  'react',\n",
       "  'vue',\n",
       "  'ajax',\n",
       "  'webpack',\n",
       "  'angular',\n",
       "  'bootstrap',\n",
       "  'angularjs'],\n",
       " ['Vue', '前端开发', '金融领域', 'HTML5', 'Webpack', 'CSS'],\n",
       " ['React', 'Vue', '前端开发'],\n",
       " ['框架开发', '框架设计', '游戏开发'],\n",
       " ['WebGL开发', 'Three.js', 'Unity3D', 'TypeScript', '3D结构'],\n",
       " ['Echarts', 'IT/信息化领域', 'Vue', 'R语言', 'Webpack'],\n",
       " ['前端开发', 'MES系统'],\n",
       " ['javascript',\n",
       "  '前端开发',\n",
       "  'css3',\n",
       "  'react',\n",
       "  'vue',\n",
       "  'jquery',\n",
       "  'webpack',\n",
       "  'angular',\n",
       "  'bootstrap',\n",
       "  'gulp'],\n",
       " ['游戏开发',\n",
       "  '前端开发',\n",
       "  '引擎开发',\n",
       "  '框架开发',\n",
       "  '框架设计',\n",
       "  '模块开发',\n",
       "  'HTML5',\n",
       "  'CSS',\n",
       "  'HTML',\n",
       "  'iOS'],\n",
       " ['前端开发',\n",
       "  'Vue',\n",
       "  'IT/信息化领域',\n",
       "  '框架开发',\n",
       "  '框架设计',\n",
       "  'CSS',\n",
       "  'HTML',\n",
       "  'Javascript',\n",
       "  'HTML5',\n",
       "  'C语言'],\n",
       " ['javascript',\n",
       "  'css',\n",
       "  '前端开发',\n",
       "  'css3',\n",
       "  'jquery',\n",
       "  'html',\n",
       "  'bootstrap',\n",
       "  'angularjs',\n",
       "  'vue'],\n",
       " ['javascript', 'css', '前端开发', 'vue', 'ajax', 'webpack', 'git', 'svn'],\n",
       " ['Angular', 'HTML', 'CSS', 'Javascript'],\n",
       " ['javascript', 'css', 'jquery', 'html', 'bootstrap', '小程序', 'vue'],\n",
       " ['javascript', '前端开发', 'react', 'vue'],\n",
       " ['前端开发', 'Vue', 'React', 'CSS', 'HTML5', 'Javascript', 'HTML'],\n",
       " ['javascript', '前端开发', 'ajax', 'php', 'java'],\n",
       " ['Vue', 'React', 'Taro', 'React Native', '教育领域'],\n",
       " ['javascript', 'css', '前端开发', 'react', 'vue', 'html', 'angularjs'],\n",
       " ['前端开发', '人工智能领域'],\n",
       " ['Node.js', 'FFmpeg', 'Electron', '前端开发', '框架开发', '框架设计', 'Webpack', 'WebGL'],\n",
       " ['Web开发', '前端开发'],\n",
       " ['模块开发', '功能开发', 'CSS'],\n",
       " ['angular', 'nodejs', 'html5', 'vue', 'c#'],\n",
       " ['前端开发',\n",
       "  'Vue',\n",
       "  'RequireJS',\n",
       "  '界面开发',\n",
       "  'jQuery',\n",
       "  'AngularJS',\n",
       "  'Bootstrap',\n",
       "  '系统开发',\n",
       "  'Angular'],\n",
       " ['GIS', 'gis可视化'],\n",
       " ['Web开发', '前端开发'],\n",
       " ['HTML5', 'CSS', 'Javascript'],\n",
       " ['前端开发', '框架开发', '框架设计', '架构设计', '模块开发'],\n",
       " ['前端开发',\n",
       "  'Vue',\n",
       "  'React',\n",
       "  'HTML',\n",
       "  'iOS',\n",
       "  'Android',\n",
       "  'Javascript',\n",
       "  'HTML5',\n",
       "  '工业互联网',\n",
       "  '架构开发'],\n",
       " ['技术支持', '架构设计'],\n",
       " ['javascript', 'css', 'css3', 'react', 'vue'],\n",
       " ['界面开发', '移动开发', 'Vue', '模块开发', 'ECMAScript 6', 'ECMAScript'],\n",
       " ['css', '前端开发', 'vue', 'html', 'ios', 'hbuilder', '小程序'],\n",
       " ['Javascript', 'Vue', 'React', 'Angular'],\n",
       " ['前端开发', '界面开发', '模块开发', 'Ant Design', 'Vue', 'CSS', 'HTML'],\n",
       " ['前端开发', 'HTML5'],\n",
       " ['Web开发', '框架开发', '框架设计', '界面开发', '前端开发', '架构设计', '系统开发'],\n",
       " ['javascript', 'css3', 'jquery', 'webpack', 'gulp', 'php', 'zepto'],\n",
       " ['javascript', 'css', 'vue', 'html', 'ajax', 'xml'],\n",
       " ['前端开发'],\n",
       " ['前端开发',\n",
       "  'Node.js',\n",
       "  '系统开发',\n",
       "  '模块开发',\n",
       "  '框架开发',\n",
       "  '框架设计',\n",
       "  '架构设计',\n",
       "  'ECMAScript 6',\n",
       "  'ECMAScript',\n",
       "  'HTML5'],\n",
       " [],\n",
       " [],\n",
       " ['javascript',\n",
       "  'css',\n",
       "  '前端开发',\n",
       "  'css3',\n",
       "  'jquery',\n",
       "  'html',\n",
       "  'angularjs',\n",
       "  'vue',\n",
       "  'bootstrap'],\n",
       " ['前端开发', '架构设计', '框架开发', '框架设计'],\n",
       " ['web前端', '技术专家', '框架'],\n",
       " ['React', 'Vue'],\n",
       " ['前端开发', 'HTML', 'Javascript', 'TypeScript'],\n",
       " ['javascript', 'css', 'react', 'vue', 'html', 'bootstrap'],\n",
       " ['框架开发',\n",
       "  '框架设计',\n",
       "  '前端开发',\n",
       "  'Bootstrap',\n",
       "  '架构设计',\n",
       "  'ElementUI',\n",
       "  'React',\n",
       "  'Angular',\n",
       "  'jQuery',\n",
       "  'HTML'],\n",
       " ['界面开发',\n",
       "  '前端开发',\n",
       "  'ASP.NET',\n",
       "  'Bootstrap',\n",
       "  '功能开发',\n",
       "  '模块开发',\n",
       "  'IT/信息化领域',\n",
       "  'Entity Framework',\n",
       "  '.NET MVC',\n",
       "  'jQuery'],\n",
       " ['Vue', '后端开发', 'Node.js'],\n",
       " ['框架开发',\n",
       "  '框架设计',\n",
       "  '前端开发',\n",
       "  'Web开发',\n",
       "  'D语言',\n",
       "  'Javascript',\n",
       "  'R语言',\n",
       "  'Shader',\n",
       "  'OpenGL'],\n",
       " ['javascript', 'css', 'css3', 'react', 'vue.js', 'node.js'],\n",
       " ['Vue', 'T3.js', 'CSS', 'AS3', 'Javascript', 'WebGL'],\n",
       " ['vue', 'web前端', 'HTML5', 'CSS'],\n",
       " ['WebGL', 'WebGPU', 'Three.js', 'BabylonJS'],\n",
       " [],\n",
       " ['前端开发',\n",
       "  '框架开发',\n",
       "  '框架设计',\n",
       "  'React',\n",
       "  '移动开发',\n",
       "  'Vue',\n",
       "  '界面开发',\n",
       "  'Angular',\n",
       "  '后端开发',\n",
       "  'C/C++'],\n",
       " ['前端开发', 'Three.js', 'Javascript', 'CSS', 'HTML5', 'CSS3', 'ES6'],\n",
       " ['Javascript', 'HTML5', 'CSS', 'Vue', 'React'],\n",
       " ['前端开发',\n",
       "  '模块开发',\n",
       "  '框架开发',\n",
       "  '框架设计',\n",
       "  'Vue',\n",
       "  'jQuery',\n",
       "  '移动开发',\n",
       "  'ECMAScript 6',\n",
       "  'ECMAScript'],\n",
       " ['vue', 'angular', 'mysql', 'redis', 'mongodb', 'react', 'javascript', 'css'],\n",
       " ['javascript', '前端开发', 'vue', 'jquery', 'webpack'],\n",
       " ['react',\n",
       "  'vue',\n",
       "  'html',\n",
       "  'ajax',\n",
       "  'webpack',\n",
       "  'gulp',\n",
       "  'php',\n",
       "  'java',\n",
       "  'grunt',\n",
       "  '小程序'],\n",
       " ['Vue', 'Vue.js', 'React', 'Angular', '服务器开发', 'HTML'],\n",
       " ['javascript', 'css', '前端开发', 'css3', 'vue', 'jquery', 'ajax', '小程序'],\n",
       " ['框架开发', '框架设计', 'CSS'],\n",
       " ['javascript', 'react', 'vue', '前端开发', 'html5', 'webpack', '小程序'],\n",
       " ['前端开发', 'Vue', 'React', 'HTML', '移动开发', '架构设计', '界面开发'],\n",
       " ['Vue', 'jQuery', '前端开发', 'ElementUI', 'Webpack', '商业信息化'],\n",
       " ['javascript',\n",
       "  'css',\n",
       "  'css3',\n",
       "  'react',\n",
       "  'vue',\n",
       "  'jquery',\n",
       "  'html',\n",
       "  'webpack',\n",
       "  'angularjs',\n",
       "  'npm'],\n",
       " ['界面开发', '前端开发', '移动开发', 'CSS', 'C语言', 'C/C++', 'XHTML', 'XML'],\n",
       " ['前端', '前端开发', 'web开发', 'HTML5', '小程序'],\n",
       " ['前端开发', 'vue'],\n",
       " ['javascript', '前端开发', 'vue', 'php', 'requirejs', '小程序', 'nodejs'],\n",
       " [],\n",
       " ['前端开发', '小程序'],\n",
       " ['前端开发',\n",
       "  'Electron',\n",
       "  'Vue',\n",
       "  'React',\n",
       "  'Flutter',\n",
       "  '架构设计',\n",
       "  'R语言',\n",
       "  'Objective-C',\n",
       "  'C/C++',\n",
       "  'C语言'],\n",
       " ['vue', 'element', 'uniapp', 'git', 'webpack'],\n",
       " ['css',\n",
       "  '前端开发',\n",
       "  'react',\n",
       "  'vue',\n",
       "  'html',\n",
       "  'webpack',\n",
       "  'gulp',\n",
       "  'android',\n",
       "  'ios',\n",
       "  '小程序'],\n",
       " ['css', '前端开发', 'css3', 'vue', 'jquery', 'html', 'ajax', 'webpack', 'gulp'],\n",
       " ['React', 'Vue'],\n",
       " ['前端开发',\n",
       "  'Hybrid',\n",
       "  '架构设计',\n",
       "  '界面开发',\n",
       "  '模块开发',\n",
       "  '框架设计',\n",
       "  '框架开发',\n",
       "  'HTML',\n",
       "  'Javascript'],\n",
       " ['HTML5', 'Javascript', 'CSS'],\n",
       " ['javascript', 'css', 'react', 'vue', 'jquery', 'html', 'ajax', 'git', 'svn'],\n",
       " ['功能开发'],\n",
       " ['HTML5', 'CSS3', 'JavaScri', 'Vue.js', 'React'],\n",
       " ['前端开发', 'ES5', '大数据可视化', 'Three.js', 'ECharts', 'D3', 'G2', 'Highcharts'],\n",
       " ['前端开发', '架构设计', 'Hybrid', 'Flutter', 'React', 'Node.js', 'Vue', '网络开发'],\n",
       " ['前端开发', '模块开发', 'HTML'],\n",
       " ['javascript', 'react', 'vue', 'java', 'go'],\n",
       " ['javascript', '前端开发', 'css3', 'html', 'ajax', 'xml'],\n",
       " ['javascript', 'css', '前端开发', 'react', 'vue', 'jquery', 'git'],\n",
       " ['小程序', 'vue', 'react', 'javascript', 'css'],\n",
       " ['React'],\n",
       " ['css',\n",
       "  '前端开发',\n",
       "  'css3',\n",
       "  'react',\n",
       "  'jquery',\n",
       "  'html',\n",
       "  'ajax',\n",
       "  'mysql',\n",
       "  'spring',\n",
       "  'redis'],\n",
       " ['界面开发',\n",
       "  '前端开发',\n",
       "  'ElementUI',\n",
       "  'Echarts',\n",
       "  'Vue',\n",
       "  'jQuery',\n",
       "  'ECMAScript 6',\n",
       "  'ECMAScript',\n",
       "  'ES5',\n",
       "  'WebGL'],\n",
       " ['Vue', 'React', '电商领域', 'React Native'],\n",
       " ['javascript',\n",
       "  'css',\n",
       "  '前端开发',\n",
       "  'css3',\n",
       "  'react',\n",
       "  'vue',\n",
       "  'webpack',\n",
       "  'git',\n",
       "  'typescript',\n",
       "  '小程序'],\n",
       " ['css', 'html', 'vue'],\n",
       " ['Electron', '框架设计', 'Javascript', 'Vue.js', 'Node.js'],\n",
       " ['Vue', 'recat', 'es6', 'antd for vue', 'antd-vue-admin', 'Javascript'],\n",
       " ['前端开发', 'Vue', 'Electron', 'Flutter', 'React', 'CSS', 'Javascript', 'HTML'],\n",
       " ['Web开发', 'Native.js', '前端开发', 'ASP.NET', 'Javascript', '.NET', 'OpenGL'],\n",
       " ['前端开发', 'css3', 'react', 'git', 'mongodb'],\n",
       " ['Vue', 'React', 'uni-app', 'Node.js', '小程序'],\n",
       " ['javascript',\n",
       "  'css',\n",
       "  'react',\n",
       "  'vue',\n",
       "  'html',\n",
       "  'webpack',\n",
       "  'bootstrap',\n",
       "  'gulp',\n",
       "  'git',\n",
       "  'svn'],\n",
       " ['前端开发', 'css3', 'react', 'vue', 'angular'],\n",
       " ['前端开发'],\n",
       " ['前端开发', 'ECMAScript 6', 'ECMAScript'],\n",
       " ['React', '低代码'],\n",
       " ['前端开发', 'angular', 'bootstrap', '小程序'],\n",
       " ['小程序', 'css', 'javascript', 'html', 'react'],\n",
       " ['React', 'C语言', 'C/C++'],\n",
       " ['前端开发', 'react', 'vue'],\n",
       " ['框架设计', '框架开发', '架构设计', '前端开发', '架构开发', 'IT/信息化领域', 'HTML5', 'HTML'],\n",
       " ['Javascript',\n",
       "  'TypeScript',\n",
       "  'Webpack',\n",
       "  '需求分析',\n",
       "  'HTML5',\n",
       "  'CSS',\n",
       "  'IT/信息化领域',\n",
       "  '人工智能领域',\n",
       "  '教育领域',\n",
       "  'Gulp'],\n",
       " ['IT/信息化领域',\n",
       "  'Koa',\n",
       "  '前端开发',\n",
       "  'React',\n",
       "  'CSS',\n",
       "  'HTML',\n",
       "  'C/C++',\n",
       "  'C语言',\n",
       "  'D语言',\n",
       "  'R语言'],\n",
       " ['前端开发', '界面开发', '模块开发', 'Vue', '架构设计', '框架设计', '框架开发', 'HTML'],\n",
       " ['Vue',\n",
       "  '前端开发',\n",
       "  '框架设计',\n",
       "  '框架开发',\n",
       "  'Node.js',\n",
       "  '架构设计',\n",
       "  'CSS',\n",
       "  'HTML',\n",
       "  'ECMAScript 6',\n",
       "  'ECMAScript'],\n",
       " ['前端开发',\n",
       "  'Vue',\n",
       "  '移动开发',\n",
       "  '框架开发',\n",
       "  '框架设计',\n",
       "  'IT/信息化领域',\n",
       "  'VR开发',\n",
       "  'Angular',\n",
       "  'jQuery',\n",
       "  'CSS'],\n",
       " [],\n",
       " ['React', '前端开发'],\n",
       " ['javascript',\n",
       "  'css',\n",
       "  'css3',\n",
       "  'vue',\n",
       "  'jquery',\n",
       "  'bootstrap',\n",
       "  'typescript',\n",
       "  '小程序'],\n",
       " ['javascript',\n",
       "  '前端开发',\n",
       "  'react',\n",
       "  'vue',\n",
       "  'webpack',\n",
       "  'gulp',\n",
       "  'typescript',\n",
       "  'npm'],\n",
       " [],\n",
       " ['javascript', 'vue', '前端开发', 'react', 'jquery', 'webpack', 'gulp'],\n",
       " ['React Native', 'React', 'H5端', '小程序'],\n",
       " ['前端开发',\n",
       "  '界面开发',\n",
       "  'Vue',\n",
       "  'React',\n",
       "  '框架设计',\n",
       "  '框架开发',\n",
       "  'Javascript',\n",
       "  'HTML',\n",
       "  'HTML5'],\n",
       " ['需求分析', '前端开发', 'React', '框架设计'],\n",
       " ['Node.js', '全栈开发', '前端开发', 'react.js', 'Javascript', 'React', '英语口语熟练'],\n",
       " ['前端开发', '后端开发', '模块开发', '全栈开发', '移动开发', '框架开发', '框架设计', '架构设计'],\n",
       " ['Vue', 'uni-app', 'React', '前端开发', 'HTML5'],\n",
       " ['React', 'Ant Design', 'TypeScript'],\n",
       " ['javascript', 'css', 'vue', 'webpack', 'gulp'],\n",
       " ['前端开发',\n",
       "  'Vue',\n",
       "  'React',\n",
       "  'Hybrid',\n",
       "  '架构设计',\n",
       "  'Angular',\n",
       "  'CSS',\n",
       "  'Javascript',\n",
       "  '框架设计',\n",
       "  '教育领域'],\n",
       " ['前端开发', 'Vue', 'TypeScript', 'CSS', 'Javascript', 'HTML', '框架设计', 'HTML5'],\n",
       " ['Egret', 'laya', 'H5游戏开发'],\n",
       " ['框架设计', '架构设计', '界面开发', 'Unix', '电商领域', 'Android', 'Webpack'],\n",
       " ['前端开发', '框架设计', '框架开发', '界面开发', '架构设计'],\n",
       " ['javascript', 'vue', '前端开发', 'webpack', 'gulp', 'koa', 'express'],\n",
       " ['TypeScript', 'AS3', 'Egret', '前端开发', '功能开发', '游戏开发'],\n",
       " ['javascript',\n",
       "  'css',\n",
       "  'css3',\n",
       "  'react',\n",
       "  'vue',\n",
       "  'jquery',\n",
       "  'html',\n",
       "  'webpack',\n",
       "  'angularjs',\n",
       "  'npm'],\n",
       " ['Koa', '架构设计', 'Express', 'CSS', 'Javascript', 'HTML'],\n",
       " ['Vue', 'HTML5'],\n",
       " ['广州'],\n",
       " ['javascript', 'css', 'css3', 'vue', 'jquery', 'ajax', 'npm'],\n",
       " ['javascript',\n",
       "  '前端开发',\n",
       "  'react',\n",
       "  'vue',\n",
       "  'webpack',\n",
       "  'gulp',\n",
       "  'php',\n",
       "  'java',\n",
       "  'python',\n",
       "  'ruby'],\n",
       " ['Electron',\n",
       "  'Node.js',\n",
       "  '前端开发',\n",
       "  'Web开发',\n",
       "  'R语言',\n",
       "  'Objective-C',\n",
       "  'C/C++',\n",
       "  'C语言',\n",
       "  'D语言'],\n",
       " ['react', 'vue', 'javascript', '前端开发'],\n",
       " ['Web开发', '前端开发', 'Vue', 'React'],\n",
       " ['javascript', '前端开发', 'css3', 'react', 'vue'],\n",
       " ['界面开发', '移动开发', '前端开发', '框架开发', '框架设计', 'React', 'HTML'],\n",
       " ['前端开发',\n",
       "  'jQuery',\n",
       "  'Vue',\n",
       "  'iOS',\n",
       "  'Webpack',\n",
       "  'CSS',\n",
       "  'Javascript',\n",
       "  'HTML',\n",
       "  '界面开发',\n",
       "  '架构设计'],\n",
       " ['Vue',\n",
       "  '界面开发',\n",
       "  'ElementUI',\n",
       "  'Echarts',\n",
       "  '前端开发',\n",
       "  'jQuery',\n",
       "  'IT/信息化领域',\n",
       "  'CSS',\n",
       "  'Javascript'],\n",
       " ['javascript',\n",
       "  'css',\n",
       "  'react',\n",
       "  'html',\n",
       "  'webpack',\n",
       "  'php',\n",
       "  'typescript',\n",
       "  'flutter'],\n",
       " ['Vue', 'Javascript', 'HTML5', 'ElementUI', '移动端'],\n",
       " ['javascript', 'css3', 'HTML5'],\n",
       " ['前端开发', '移动开发', '架构设计', '系统开发', 'Web开发', '框架开发', '框架设计'],\n",
       " ['Vue',\n",
       "  'uni-app',\n",
       "  '前端开发',\n",
       "  'ElementUI',\n",
       "  'Javascript',\n",
       "  'Webpack',\n",
       "  '电商领域',\n",
       "  '功能开发',\n",
       "  'HTML5',\n",
       "  'Three.js'],\n",
       " ['前端开发', 'css3', 'vue', 'html', 'webpack', '网络协议', '小程序'],\n",
       " ['Javascript', 'HTML5', 'Vue', 'CSS', 'Android'],\n",
       " ['前端开发', '后端开发', 'Vue', '框架开发', '框架设计', 'CSS', 'HTML', 'HTML5', 'Javascript'],\n",
       " ['WebRTC', '音视频开发', 'C++', 'OpenGL'],\n",
       " ['前端开发', 'C/C++', 'C语言'],\n",
       " ['javascript', '前端开发', 'css3', 'vue', 'webpack', 'gulp', '小程序'],\n",
       " ['Vue',\n",
       "  'React',\n",
       "  '前端开发',\n",
       "  'AngularJS',\n",
       "  '框架设计',\n",
       "  '架构设计',\n",
       "  'Linux',\n",
       "  'Android',\n",
       "  '电商领域',\n",
       "  '教育领域'],\n",
       " ['前端开发', 'Javascript', 'CSS', 'HTML', 'React', 'Web开发'],\n",
       " ['react', 'typescript', 'webpack'],\n",
       " ['前端开发',\n",
       "  '移动开发',\n",
       "  '界面开发',\n",
       "  '功能开发',\n",
       "  '模块开发',\n",
       "  'Sass',\n",
       "  'TypeScript',\n",
       "  'CSS',\n",
       "  'Javascript',\n",
       "  'HTML'],\n",
       " ['高级前端', 'web前端'],\n",
       " [],\n",
       " ['css', '前端开发', 'jquery', 'bootstrap', '小程序'],\n",
       " ['移动开发',\n",
       "  '模块开发',\n",
       "  '前端开发',\n",
       "  'Bootstrap',\n",
       "  'React',\n",
       "  'jQuery',\n",
       "  'Vue',\n",
       "  '网络开发',\n",
       "  '框架设计',\n",
       "  '框架开发'],\n",
       " ['前端开发', '网络开发', 'React', 'Vue', '大数据领域', '框架设计', '框架开发'],\n",
       " ['jquery', 'css3', 'html5', 'vue', 'json'],\n",
       " ['人工智能领域',\n",
       "  '前端开发',\n",
       "  '移动开发',\n",
       "  '通信领域',\n",
       "  '框架设计',\n",
       "  '框架开发',\n",
       "  'Vue',\n",
       "  'Angular',\n",
       "  '系统开发',\n",
       "  'React'],\n",
       " [],\n",
       " ['javascript',\n",
       "  'css',\n",
       "  '前端开发',\n",
       "  'react',\n",
       "  'html',\n",
       "  'ajax',\n",
       "  'webpack',\n",
       "  'android',\n",
       "  'ios'],\n",
       " ['TypeScript', 'Vue2', 'Vue3', '区块链'],\n",
       " ['react', 'webpack', 'angularjs', 'java', '小程序'],\n",
       " ['界面开发',\n",
       "  '架构设计',\n",
       "  'Vue',\n",
       "  'jQuery',\n",
       "  '前端开发',\n",
       "  'Vue.js',\n",
       "  'Bootstrap',\n",
       "  'CSS',\n",
       "  'Javascript',\n",
       "  'HTML'],\n",
       " ['界面开发', 'Vue', '前端开发', '框架开发', '框架设计', 'Web开发', 'HTML', 'HTML5'],\n",
       " ['javascript', 'css', 'jquery', 'html', 'angularjs', 'c#', 'redis', '小程序'],\n",
       " ['javascript',\n",
       "  'css',\n",
       "  'react',\n",
       "  'vue',\n",
       "  'html',\n",
       "  'webpack',\n",
       "  'gulp',\n",
       "  'java',\n",
       "  'python',\n",
       "  'go'],\n",
       " ['前端开发', 'Node.js', 'D3.js', 'Echarts', 'React', 'Java', 'Python'],\n",
       " ['前端开发', 'uni-app', 'IT/信息化领域'],\n",
       " ['前端开发', '框架开发', '框架设计', '界面开发', 'Vue', '移动开发', 'CSS', 'Javascript'],\n",
       " ['css', 'vue', '小程序', 'javascript', 'git', '前端开发'],\n",
       " ['jQuery', 'Web开发', '前端开发', 'CSS', 'Javascript'],\n",
       " ['Vue.js', 'Angular', 'Node.js', '前端开发', 'Three.js'],\n",
       " ['Web开发', '前端开发', 'Echarts', 'CSS'],\n",
       " ['vue', 'spring', 'javascript', 'java', 'mysql', 'oracle'],\n",
       " ['界面开发', '前端开发', '模块开发', '功能开发', 'Web开发', 'CSS'],\n",
       " ['前端开发', '框架开发', '框架设计', 'Web开发', '移动开发'],\n",
       " ['Vue', '前端开发'],\n",
       " ['前端开发', '界面开发', 'Vue', 'Web开发', 'Javascript', 'CSS', 'HTML', 'HTML5'],\n",
       " ['界面开发', '前端开发', 'jQuery', 'Webpack'],\n",
       " ['javascript',\n",
       "  'css',\n",
       "  'react',\n",
       "  'vue',\n",
       "  'html',\n",
       "  'webpack',\n",
       "  'angular',\n",
       "  'gulp',\n",
       "  'grunt'],\n",
       " ['javascript',\n",
       "  'css',\n",
       "  '前端开发',\n",
       "  'css3',\n",
       "  'vue',\n",
       "  'jquery',\n",
       "  'html',\n",
       "  'ajax',\n",
       "  'bootstrap',\n",
       "  'java'],\n",
       " ['界面开发', '框架设计', '框架开发'],\n",
       " ['前端开发', 'Vue', 'React Native', '移动开发', 'React'],\n",
       " ['AngularJS',\n",
       "  'Web开发',\n",
       "  '前端开发',\n",
       "  'MVVM',\n",
       "  'Vue',\n",
       "  'React',\n",
       "  'Javascript',\n",
       "  'HTML',\n",
       "  'CSS',\n",
       "  'Bootstrap'],\n",
       " ['javascript',\n",
       "  'css',\n",
       "  'react',\n",
       "  'vue',\n",
       "  'jquery',\n",
       "  'ajax',\n",
       "  'webpack',\n",
       "  'angular',\n",
       "  'gulp',\n",
       "  'grunt'],\n",
       " ['javascript',\n",
       "  'css',\n",
       "  'jquery',\n",
       "  'html',\n",
       "  'ajax',\n",
       "  'webpack',\n",
       "  'bootstrap',\n",
       "  'gulp',\n",
       "  'typescript',\n",
       "  'hbuilder'],\n",
       " ['React'],\n",
       " ['前端开发'],\n",
       " ['前端开发',\n",
       "  '界面开发',\n",
       "  'Bootstrap',\n",
       "  'jQuery',\n",
       "  '后端开发',\n",
       "  'Web开发',\n",
       "  '模块开发',\n",
       "  'Shell',\n",
       "  'CSS',\n",
       "  'HTML'],\n",
       " ['html5', 'vue', '前端开发', 'react', '小程序'],\n",
       " ['框架开发', '框架设计', 'IT/信息化领域', 'Vue', 'Layui', 'jQuery', 'Web开发'],\n",
       " ['界面开发',\n",
       "  'Vue',\n",
       "  '框架开发',\n",
       "  '框架设计',\n",
       "  '模块开发',\n",
       "  'Vue.js',\n",
       "  '架构设计',\n",
       "  'CSS',\n",
       "  'HTML',\n",
       "  'HTML5'],\n",
       " ['界面开发', '前端开发', '框架开发', '框架设计', '系统开发'],\n",
       " ['css',\n",
       "  '前端开发',\n",
       "  'css3',\n",
       "  'react',\n",
       "  'jquery',\n",
       "  'html',\n",
       "  'ajax',\n",
       "  'mysql',\n",
       "  'spring',\n",
       "  'redis'],\n",
       " ['前端开发', 'vue'],\n",
       " ['javascript', 'css', 'html', 'webpack', 'gulp', 'grunt', 'express'],\n",
       " ['界面开发', 'Vue', '前端开发', '框架开发', '框架设计', '网络开发'],\n",
       " ['css3', 'javascript', 'H5', 'Vue.js', 'ElementUI'],\n",
       " ['SystemVerilog'],\n",
       " ['CSS', 'HTML5', 'Javascript', '金融领域'],\n",
       " ['前端开发'],\n",
       " ['游戏开发', 'HTML5', '功能开发'],\n",
       " ['前端开发', 'Vue', 'jQuery', 'ElementUI', 'Web开发'],\n",
       " ['前端开发', 'vue', 'webpack', 'windows', '小程序', 'javascript'],\n",
       " ['css', '前端开发', 'react', 'html', 'ajax', 'webpack', 'gulp', 'grunt'],\n",
       " ['javascript', 'css', '前端开发', 'css3', 'react', 'vue', 'jquery', 'html'],\n",
       " ['css', '前端开发', 'html', 'java', '小程序'],\n",
       " ['javascript', '前端开发', 'css3', 'vue', '小程序'],\n",
       " ['前端开发'],\n",
       " ['前端开发', 'Web开发', 'MVVM', 'CSS', 'Javascript', 'Webpack', 'Gulp'],\n",
       " ['前端开发', 'CSS', 'Javascript', 'web端', 'ES6'],\n",
       " ['javascript', 'css', '前端开发', 'vue', 'jquery', '小程序'],\n",
       " ['React Native', 'React'],\n",
       " ['前端开发',\n",
       "  'Hybrid',\n",
       "  '架构设计',\n",
       "  '界面开发',\n",
       "  '模块开发',\n",
       "  '框架开发',\n",
       "  '框架设计',\n",
       "  'Javascript',\n",
       "  'HTML'],\n",
       " ['前端开发', 'AngularJS', 'React', 'Vue'],\n",
       " ['css', 'react', 'vue', 'html', 'angular'],\n",
       " ['前端开发', '模块开发', '框架设计', '框架开发', 'ElementUI', '架构设计', '功能开发', '系统开发', 'D语言'],\n",
       " ['javascript',\n",
       "  'css',\n",
       "  'css3',\n",
       "  'vue',\n",
       "  'jquery',\n",
       "  'html',\n",
       "  'ajax',\n",
       "  'webpack',\n",
       "  'angularjs'],\n",
       " ['javascript', 'css', '前端开发', 'css3', 'vue', 'html', 'php', 'java', '小程序'],\n",
       " ['Vue', '前端开发'],\n",
       " ['前端开发', 'Vue', 'HTML5', '银行领域', 'IT/信息化领域'],\n",
       " ['前端开发'],\n",
       " ['javascript', '前端开发', 'vue', 'jquery', 'webpack'],\n",
       " ['小程序'],\n",
       " ['IT/信息化领域', 'React', 'D语言', 'R语言', 'Android', 'iOS'],\n",
       " ['Web开发', '前端开发', 'Javascript', 'Angular', 'nestjs'],\n",
       " ['css3', 'vue', 'webpack', 'git', 'shell'],\n",
       " ['css', 'react', 'vue', 'html', 'php', 'java', 'python', 'go', '小程序'],\n",
       " ['saas'],\n",
       " ['javascript',\n",
       "  'css',\n",
       "  '前端开发',\n",
       "  'css3',\n",
       "  'react',\n",
       "  'vue',\n",
       "  'jquery',\n",
       "  'html',\n",
       "  'angular'],\n",
       " ['移动开发', '前端开发', 'Web开发', 'Javascript'],\n",
       " ['javascript', 'css', '前端开发', 'css3', 'html'],\n",
       " ['javascript', 'css', 'css3', 'vue', 'html', 'ajax'],\n",
       " ['javascript',\n",
       "  'css',\n",
       "  '前端开发',\n",
       "  'css3',\n",
       "  'react',\n",
       "  'vue',\n",
       "  'jquery',\n",
       "  'html',\n",
       "  '小程序'],\n",
       " ['Vue'],\n",
       " ['框架设计', '框架开发', '前端开发', 'CSS', 'Javascript', 'HTML'],\n",
       " ['WebRTC', 'Electron', '音视频开发', '音视频编解码'],\n",
       " ['前端开发', '移动开发', '模块开发', '功能开发', '架构设计', '网络开发'],\n",
       " ['前端开发', 'Vue', '架构设计', 'React', 'Angular'],\n",
       " ['前端开发',\n",
       "  '移动开发',\n",
       "  '框架开发',\n",
       "  '框架设计',\n",
       "  '架构设计',\n",
       "  'Angular',\n",
       "  '架构开发',\n",
       "  'Web开发',\n",
       "  'Sass',\n",
       "  'CSS'],\n",
       " ['css', '前端开发', 'java', '小程序'],\n",
       " [],\n",
       " ['javascript', 'css', 'react', 'vue', 'html'],\n",
       " ['前端开发'],\n",
       " [],\n",
       " ['前端开发',\n",
       "  '框架开发',\n",
       "  '框架设计',\n",
       "  'React',\n",
       "  '界面开发',\n",
       "  'Vue',\n",
       "  '移动开发',\n",
       "  'IT/信息化领域',\n",
       "  'R语言',\n",
       "  'C语言'],\n",
       " ['javascript', 'react', 'vue'],\n",
       " ['react'],\n",
       " ['前端开发', '界面开发'],\n",
       " ['前端开发', 'css3', 'vue'],\n",
       " ['前端开发',\n",
       "  '界面开发',\n",
       "  '模块开发',\n",
       "  '移动开发',\n",
       "  '框架开发',\n",
       "  '框架设计',\n",
       "  'React',\n",
       "  '系统开发',\n",
       "  'VR开发',\n",
       "  'Angular'],\n",
       " ['前端开发', '界面开发', '移动开发', '架构设计', '后端开发', 'CSS', 'HTML5'],\n",
       " ['前端开发', '架构开发', '移动开发', '框架开发', '框架设计', '架构设计'],\n",
       " ['前端开发', 'css3', 'react', 'webpack', 'git'],\n",
       " ['前端开发', 'Vue', '界面开发', '框架开发', '框架设计', 'Javascript'],\n",
       " ['前端开发', '框架开发', '框架设计', 'ECMAScript 6', 'ECMAScript'],\n",
       " ['前端开发', '架构设计', '模块开发', 'Node.js', '框架开发', '框架设计', 'MVVM'],\n",
       " ['前端开发', 'HTML5', 'Javascript', 'Vue', 'CSS', 'jQuery', 'HTML', 'Web开发'],\n",
       " ['前端开发', '架构设计', 'React', '界面开发', 'Vue', '框架开发', '框架设计', 'iOS', 'Android'],\n",
       " ['前端开发', '界面开发', '架构设计', '移动开发', 'React', 'Angular', '架构开发', '框架开发', '框架设计'],\n",
       " ['Echarts', 'Vue', 'IT/信息化领域', 'R语言', 'Webpack'],\n",
       " ['前端开发', 'Layui', 'Bootstrap', 'MVVM', '模块开发', '架构设计'],\n",
       " ['Web开发', 'Vue', 'ECMAScript', 'Echarts', 'CSS'],\n",
       " ['css', '前端开发', 'WebSocket', 'Vue', 'bootstrap'],\n",
       " ['javascript', 'css', '前端开发', 'react', 'vue', 'webpack'],\n",
       " ['前端开发', 'Vue', '框架开发', '框架设计', '界面开发', 'Javascript'],\n",
       " ['前端开发'],\n",
       " ['前端开发',\n",
       "  'RequireJS',\n",
       "  'jQuery',\n",
       "  'AngularJS',\n",
       "  'Bootstrap',\n",
       "  '界面开发',\n",
       "  'Vue',\n",
       "  'Angular'],\n",
       " [],\n",
       " ['前端开发',\n",
       "  'Angular',\n",
       "  'Vue',\n",
       "  'React',\n",
       "  '架构设计',\n",
       "  'MVVM',\n",
       "  '模块开发',\n",
       "  '框架开发',\n",
       "  '框架设计',\n",
       "  'Webpack'],\n",
       " ['NW.js',\n",
       "  '前端开发',\n",
       "  'CSS',\n",
       "  'HTML5',\n",
       "  'HTML',\n",
       "  'C/C++',\n",
       "  'C语言',\n",
       "  'Android',\n",
       "  'Webpack'],\n",
       " ['css', '前端开发', 'react', 'vue', 'html', 'webpack', 'git', 'npm'],\n",
       " ['前端开发'],\n",
       " ['前端开发', '界面开发'],\n",
       " ['前端开发', 'react', 'vue', 'flutter', '小程序'],\n",
       " ['javascript', 'css', '前端开发', 'css3', 'react', 'vue', 'jquery', 'html'],\n",
       " ['前端开发', 'css3'],\n",
       " ['前端开发', 'Vue', 'React', 'Node.js', '网络开发', '框架设计', '框架开发', '移动开发', 'CSS'],\n",
       " ['前端开发',\n",
       "  'React',\n",
       "  'Node.js',\n",
       "  'React Native',\n",
       "  'jQuery',\n",
       "  '网络开发',\n",
       "  'TypeScript',\n",
       "  'ECMAScript 6',\n",
       "  'ECMAScript'],\n",
       " ['移动开发',\n",
       "  '前端开发',\n",
       "  'Vue',\n",
       "  '后端开发',\n",
       "  'Node.js',\n",
       "  'Web开发',\n",
       "  'IT/信息化领域',\n",
       "  'D语言',\n",
       "  'C/C++',\n",
       "  'C语言'],\n",
       " ['iOS', 'Android', 'Windows', 'Linux'],\n",
       " ['前端开发'],\n",
       " ['javascript',\n",
       "  'css',\n",
       "  '前端开发',\n",
       "  'css3',\n",
       "  'vue',\n",
       "  'jquery',\n",
       "  'html',\n",
       "  'ajax',\n",
       "  'java',\n",
       "  'python'],\n",
       " ['Web开发',\n",
       "  'React',\n",
       "  'Javascript',\n",
       "  'HTML',\n",
       "  'CSS',\n",
       "  'jQuery',\n",
       "  'Taro',\n",
       "  'React Native',\n",
       "  '银行领域',\n",
       "  '金融领域'],\n",
       " ['前端开发', 'vue'],\n",
       " ['react', 'vue', 'webpack', 'angular', 'gulp', 'grunt'],\n",
       " ['javascript', 'css', '前端开发', 'css3', 'vue', 'jquery', 'html'],\n",
       " ['javascript', 'css', '前端开发', 'vue', 'jquery', 'html', 'java', 'requirejs'],\n",
       " ['前端开发', 'HTML', 'Vue'],\n",
       " ['Vue', '前端开发', 'HTML5', 'Javascript', 'CSS'],\n",
       " ['前端开发', 'javascript', 'html', 'typescript', 'c#', 'c++', 'lua', 'sketchup'],\n",
       " ['前端开发',\n",
       "  'Vue',\n",
       "  '移动开发',\n",
       "  'React',\n",
       "  '框架开发',\n",
       "  '框架设计',\n",
       "  'Angular',\n",
       "  'Javascript',\n",
       "  'Gulp',\n",
       "  'Webpack'],\n",
       " ['Vue',\n",
       "  '前端开发',\n",
       "  'React',\n",
       "  '界面开发',\n",
       "  'ElementUI',\n",
       "  '框架设计',\n",
       "  '框架开发',\n",
       "  'Node.js',\n",
       "  'iView',\n",
       "  '后端开发'],\n",
       " ['前端开发', 'Vue', 'IT/信息化领域', 'ECMAScript 6', 'ECMAScript'],\n",
       " ['前端开发',\n",
       "  '移动开发',\n",
       "  'Vue',\n",
       "  'iView',\n",
       "  '框架设计',\n",
       "  '框架开发',\n",
       "  'CSS',\n",
       "  'HTML5',\n",
       "  'TypeScript',\n",
       "  'HTML'],\n",
       " ['前端开发',\n",
       "  '框架设计',\n",
       "  '框架开发',\n",
       "  '移动开发',\n",
       "  'Web开发',\n",
       "  'CSS',\n",
       "  'ECMAScript',\n",
       "  'Javascript',\n",
       "  'ECMAScript 6'],\n",
       " ['前端开发', 'Vue', 'CSS', 'HTML', 'TypeScript', 'Javascript'],\n",
       " ['javascript',\n",
       "  'css',\n",
       "  '前端开发',\n",
       "  'react',\n",
       "  'vue',\n",
       "  'html',\n",
       "  'webpack',\n",
       "  'angular',\n",
       "  'gulp',\n",
       "  'java'],\n",
       " ['javascript', 'css', 'react', 'vue', 'html', 'angular', 'git'],\n",
       " ['前端开发', 'Web开发', 'React', 'HTML5', 'Vue', '架构设计', '架构开发'],\n",
       " ['javascript',\n",
       "  'css',\n",
       "  '前端开发',\n",
       "  'css3',\n",
       "  'react',\n",
       "  'vue',\n",
       "  'jquery',\n",
       "  'html',\n",
       "  'angular',\n",
       "  'zepto'],\n",
       " ['PBR开发',\n",
       "  '功能开发',\n",
       "  '模块开发',\n",
       "  '架构设计',\n",
       "  'TypeScript',\n",
       "  'ST语言',\n",
       "  'C/C++',\n",
       "  'C语言',\n",
       "  'Javascript',\n",
       "  'SystemVerilog'],\n",
       " [],\n",
       " ['框架设计', '框架开发', '后端开发', '前端开发', '移动开发', 'Layui', 'Bootstrap', 'Web开发'],\n",
       " ['javascript', '前端开发', 'css3', 'react', 'vue', 'jquery', 'bootstrap'],\n",
       " ['javascript', '前端开发', 'react', 'vue', 'angular', 'html'],\n",
       " ['后端开发', '前端开发', 'Web开发', 'HTML', 'CSS', 'HTML5', 'D语言', '.NET', 'Java'],\n",
       " ['javascript', 'html', '前端开发', 'css', '小程序'],\n",
       " ['javascript', '前端开发', 'css3', 'vue', 'jquery', 'git', 'python', 'mysql'],\n",
       " ['移动开发',\n",
       "  '前端开发',\n",
       "  '框架开发',\n",
       "  '框架设计',\n",
       "  'Bootstrap',\n",
       "  '界面开发',\n",
       "  '架构设计',\n",
       "  'HTML5',\n",
       "  'HTML'],\n",
       " ['模块开发',\n",
       "  '前端开发',\n",
       "  '功能开发',\n",
       "  'Vue',\n",
       "  '框架设计',\n",
       "  '框架开发',\n",
       "  'IT/信息化领域',\n",
       "  'Sass',\n",
       "  'ECMAScript 6',\n",
       "  'ECMAScript'],\n",
       " ['云计算领域'],\n",
       " ['前端开发', 'React'],\n",
       " ['React'],\n",
       " ['TypeScript',\n",
       "  'Javascript',\n",
       "  'HTML5',\n",
       "  'CSS',\n",
       "  'Vue.3',\n",
       "  'React',\n",
       "  'ElementUI',\n",
       "  'Ant Design',\n",
       "  'Webpack',\n",
       "  'Sass'],\n",
       " ['Vue', 'Webpack', '界面开发', 'ElementUI', 'Android', 'iOS', '金融领域', '银行领域'],\n",
       " ['前端开发', 'Node.js', 'express'],\n",
       " ['Node.js',\n",
       "  '框架开发',\n",
       "  '框架设计',\n",
       "  'CSS',\n",
       "  'Javascript',\n",
       "  'C语言',\n",
       "  'C/C++',\n",
       "  'ST语言',\n",
       "  'SystemVerilog',\n",
       "  'R语言'],\n",
       " ['web开发'],\n",
       " ['javascript', 'css', '前端开发', 'css3', 'vue', 'jquery', 'ajax'],\n",
       " ['前端开发', '界面开发', '架构设计', '框架开发', '框架设计', 'Echarts', 'MVVM', '需求分析'],\n",
       " ['javascript', 'css', 'vue', '小程序'],\n",
       " ['javascript',\n",
       "  'css',\n",
       "  '前端开发',\n",
       "  'react',\n",
       "  'vue',\n",
       "  'jquery',\n",
       "  'webpack',\n",
       "  'gulp',\n",
       "  'grunt',\n",
       "  'git'],\n",
       " ['javascript', 'css', 'vue', 'html', 'mysql', 'redis', 'mongodb'],\n",
       " ['前端开发', 'ES5', '大数据可视化', 'Three.js', 'ECharts', 'D3', 'G2', 'Highcharts'],\n",
       " ['界面开发', 'Vue', 'React', '前端开发', '框架开发', '框架设计', 'HTML5', 'HTML'],\n",
       " ['Node.js'],\n",
       " ['react', 'javascript', '前端开发', 'vue', '小程序'],\n",
       " ['框架设计', '框架开发', 'IT/信息化领域', 'React', '前端开发', 'R语言'],\n",
       " ['javascript', 'css3', 'vue', 'typescript'],\n",
       " ['javascript', '前端开发', 'css', 'jquery', 'java'],\n",
       " ['前端开发', '移动开发', '框架开发', '框架设计', 'MVVM', 'CSS', 'HTML'],\n",
       " ['css', '前端开发', 'react', 'vue', 'html', 'angular', 'web端', 'PC端'],\n",
       " ['react'],\n",
       " ['React', '前端开发', 'HTML5', '架构设计', 'React Native', 'IT/信息化领域'],\n",
       " ['界面开发',\n",
       "  '框架开发',\n",
       "  '框架设计',\n",
       "  'Vue',\n",
       "  'IT/信息化领域',\n",
       "  '移动开发',\n",
       "  'VR开发',\n",
       "  '架构设计',\n",
       "  'CSS',\n",
       "  'HTML'],\n",
       " ['javascript',\n",
       "  '前端开发',\n",
       "  'css3',\n",
       "  'react',\n",
       "  'vue',\n",
       "  'java',\n",
       "  'android',\n",
       "  'HTML5',\n",
       "  '小程序',\n",
       "  'PC端'],\n",
       " ['javascript',\n",
       "  '前端开发',\n",
       "  'css3',\n",
       "  'react',\n",
       "  'webpack',\n",
       "  'gulp',\n",
       "  'git',\n",
       "  'python',\n",
       "  'linux',\n",
       "  'svn'],\n",
       " ['javascript',\n",
       "  'css',\n",
       "  '前端开发',\n",
       "  'css3',\n",
       "  'jquery',\n",
       "  'html',\n",
       "  'ajax',\n",
       "  'php',\n",
       "  'java',\n",
       "  'backbone'],\n",
       " ['javascript', 'css', '前端开发', 'css3', 'xml', '小程序', 'vue', 'html', 'webpack'],\n",
       " ['前端开发', 'git', 'typescript'],\n",
       " ['css', '前端开发'],\n",
       " ['javascript', 'css', '前端开发', 'react', 'html', 'webpack', '小程序'],\n",
       " ['javascript', 'css', '前端开发', 'css3', 'vue', 'html'],\n",
       " ['界面开发',\n",
       "  '系统开发',\n",
       "  '后端开发',\n",
       "  'Node.js',\n",
       "  '模块开发',\n",
       "  '框架开发',\n",
       "  '框架设计',\n",
       "  '功能开发',\n",
       "  'React',\n",
       "  'PHP'],\n",
       " ['Web开发',\n",
       "  'Vue',\n",
       "  '前端开发',\n",
       "  '界面开发',\n",
       "  'Sass',\n",
       "  'Javascript',\n",
       "  'uni-app',\n",
       "  'Taro',\n",
       "  'IT/信息化领域'],\n",
       " ['javascript', '前端开发', 'react', 'jquery', 'webpack', 'ios', '小程序'],\n",
       " ['react', 'vue', 'angularjs'],\n",
       " ['css', '前端开发', 'react'],\n",
       " ['css', '前端开发', 'css3', 'react', 'vue', 'html', 'webpack', 'angular', 'npm'],\n",
       " ['前端开发', 'css3', 'react', 'vue', 'git', 'koa', 'express'],\n",
       " ['Vue',\n",
       "  'uni-app',\n",
       "  'Flutter',\n",
       "  'Three.js',\n",
       "  'React',\n",
       "  'Bootstrap',\n",
       "  '界面开发',\n",
       "  'Javascript',\n",
       "  'Sass',\n",
       "  'HTML5'],\n",
       " ['模块开发', 'D语言'],\n",
       " ['Vue'],\n",
       " ['javascript',\n",
       "  'css',\n",
       "  '前端开发',\n",
       "  'css3',\n",
       "  'vue',\n",
       "  'html',\n",
       "  'webpack',\n",
       "  'gulp',\n",
       "  'grunt',\n",
       "  'typescript'],\n",
       " ['css3', 'vue', 'jquery', 'webpack', 'git', 'npm', 'svn'],\n",
       " ['ReactNative', 'React', '前端开发'],\n",
       " ['javascript',\n",
       "  'css',\n",
       "  '前端开发',\n",
       "  'react',\n",
       "  'html',\n",
       "  'angular',\n",
       "  'flutter',\n",
       "  'typescript',\n",
       "  'android',\n",
       "  'ios'],\n",
       " ['界面开发',\n",
       "  '框架设计',\n",
       "  '框架开发',\n",
       "  'Vue',\n",
       "  '前端开发',\n",
       "  'Node.js',\n",
       "  'Web开发',\n",
       "  'HTML',\n",
       "  'HTML5',\n",
       "  'CSS'],\n",
       " ['react'],\n",
       " ['React',\n",
       "  '框架设计',\n",
       "  '框架开发',\n",
       "  'CSS',\n",
       "  'HTML',\n",
       "  'Javascript',\n",
       "  'HTML5',\n",
       "  'ECMAScript 6',\n",
       "  'ECMAScript',\n",
       "  'PHP'],\n",
       " ['Angular', 'jQuery', 'Vue', '前端开发', 'XML', 'CSS', 'Javascript', 'HTML'],\n",
       " ['React',\n",
       "  '前端开发',\n",
       "  'C/C++',\n",
       "  'C语言',\n",
       "  'ECMAScript 6',\n",
       "  'ECMAScript',\n",
       "  'C51',\n",
       "  'ES5',\n",
       "  'TypeScript'],\n",
       " ['界面开发', 'Node.js', '前端开发', '框架开发', '框架设计', 'D语言', 'Linux'],\n",
       " ['javascript',\n",
       "  'css',\n",
       "  'vue',\n",
       "  'jquery',\n",
       "  'html',\n",
       "  'ajax',\n",
       "  'webpack',\n",
       "  'gulp',\n",
       "  'java',\n",
       "  'grunt'],\n",
       " ['javascript', 'css', 'react', 'vue', 'webpack', 'xml', 'linux', '小程序'],\n",
       " ['css',\n",
       "  '前端开发',\n",
       "  'react',\n",
       "  'vue',\n",
       "  'jquery',\n",
       "  'html',\n",
       "  'webpack',\n",
       "  'bootstrap',\n",
       "  'typescript'],\n",
       " ['React',\n",
       "  '前端开发',\n",
       "  'Node.js',\n",
       "  'CI',\n",
       "  'C语言',\n",
       "  'Objective-C',\n",
       "  'C/C++',\n",
       "  'R语言',\n",
       "  'D语言',\n",
       "  'Webpack'],\n",
       " ['css', 'vue', 'webpack'],\n",
       " ['javascript', 'css3', 'vue', 'html', 'webpack'],\n",
       " ['html5', 'vue', '前端开发', 'react', 'php', 'java', 'python', '网络协议', '小程序'],\n",
       " ['javascript', 'css', '前端开发', 'html', 'ajax', '小程序'],\n",
       " ['小程序'],\n",
       " ['web前端'],\n",
       " ['vue'],\n",
       " ['React',\n",
       "  '移动开发',\n",
       "  '框架开发',\n",
       "  '框架设计',\n",
       "  'CSS',\n",
       "  'HTML',\n",
       "  'Javascript',\n",
       "  'ECMAScript 6',\n",
       "  'ECMAScript',\n",
       "  'HTML5'],\n",
       " [],\n",
       " [],\n",
       " [],\n",
       " ['Linux'],\n",
       " ['前端开发', 'vue', '小程序', 'web'],\n",
       " ['javascript', 'css', 'ajax', 'webpack', 'gulp', 'hbuilder'],\n",
       " ['javascript', 'html5', 'css', 'vue.js', 'mvvm'],\n",
       " ['javascript',\n",
       "  'css',\n",
       "  '前端开发',\n",
       "  'css3',\n",
       "  'jquery',\n",
       "  'html',\n",
       "  'ajax',\n",
       "  '网络协议',\n",
       "  'react'],\n",
       " ['saas', '前端', 'Javascript', 'CSS', 'HTML'],\n",
       " ['javascript',\n",
       "  'css',\n",
       "  'react',\n",
       "  'vue',\n",
       "  'html',\n",
       "  'webpack',\n",
       "  'bootstrap',\n",
       "  'gulp',\n",
       "  'git',\n",
       "  'svn'],\n",
       " ['前端开发',\n",
       "  '框架设计',\n",
       "  '框架开发',\n",
       "  'Vue',\n",
       "  'React',\n",
       "  'Angular',\n",
       "  '架构设计',\n",
       "  'Javascript',\n",
       "  'Sass',\n",
       "  'HTML'],\n",
       " [],\n",
       " [],\n",
       " ['前端开发', 'react', 'vue', 'angular'],\n",
       " ['前端开发', '后端开发', 'React', 'Vue', 'Angular', 'Javascript'],\n",
       " ['React',\n",
       "  'Web开发',\n",
       "  'CSS',\n",
       "  'TypeScript',\n",
       "  'HTML',\n",
       "  'HTML5',\n",
       "  'Javascript',\n",
       "  'IT/信息化领域',\n",
       "  'Webpack'],\n",
       " ['HTML', 'CSS', 'Javascript', '电商领域', 'IT/信息化领域'],\n",
       " ['javascript',\n",
       "  'css',\n",
       "  'react',\n",
       "  'vue',\n",
       "  'html',\n",
       "  'webpack',\n",
       "  'angular',\n",
       "  'gulp',\n",
       "  'koa',\n",
       "  'express'],\n",
       " ['Vue', 'React', 'HTML5', 'Javascript', '前端开发', 'CSS', 'React Native'],\n",
       " ['Vue', '前端开发', '功能开发', '模块开发', 'ECMAScript 6', 'ECMAScript'],\n",
       " ['javascript',\n",
       "  'css',\n",
       "  'react',\n",
       "  'vue',\n",
       "  'jquery',\n",
       "  'html',\n",
       "  'ajax',\n",
       "  'java',\n",
       "  'git',\n",
       "  '小程序'],\n",
       " ['Javascript', 'HTML', 'CSS', '前端开发', 'React', 'Webpack'],\n",
       " [],\n",
       " [],\n",
       " ['前端开发', 'React'],\n",
       " ['javascript', 'css', '前端开发', 'css3', 'react', 'vue', 'html'],\n",
       " ['javascript', 'vue', '小程序'],\n",
       " ['javascript',\n",
       "  'css',\n",
       "  '前端开发',\n",
       "  'react',\n",
       "  'vue',\n",
       "  'jquery',\n",
       "  'webpack',\n",
       "  'gulp',\n",
       "  'java',\n",
       "  'git'],\n",
       " ['java', 'php', 'javascript', 'css', 'webpack'],\n",
       " ['javascript', 'css3', 'webpack', 'gulp', 'git'],\n",
       " ['Vue', 'React', 'ElementUI', 'LIMS', 'LIS'],\n",
       " ['javascript', 'css3', 'react', 'vue', 'jquery', 'ajax', 'webpack'],\n",
       " ['javascript', 'css', 'css3', 'react', 'vue', 'jquery'],\n",
       " [],\n",
       " ['小程序'],\n",
       " ['界面开发',\n",
       "  '框架开发',\n",
       "  '框架设计',\n",
       "  'Vue',\n",
       "  '移动开发',\n",
       "  'IT/信息化领域',\n",
       "  'VR开发',\n",
       "  '架构设计',\n",
       "  'CSS',\n",
       "  'HTML'],\n",
       " ['前端开发', '架构设计'],\n",
       " ['前端开发'],\n",
       " ['界面开发', '前端开发', '架构设计'],\n",
       " ['React', '前端开发'],\n",
       " ['vue', 'react', 'js', 'h5', '小程序'],\n",
       " ['html5', 'vue', 'css', 'DIV+CSS', 'ES6'],\n",
       " ['javascript', 'css3', 'webpack', 'gulp', 'grunt', 'saas'],\n",
       " ['React',\n",
       "  '前端开发',\n",
       "  'TypeScript',\n",
       "  'CSS',\n",
       "  'HTML5',\n",
       "  'Javascript',\n",
       "  'HTML',\n",
       "  'Webpack'],\n",
       " ['前端开发', 'ElementUI', 'Vue', 'Node.js'],\n",
       " ['vue',\n",
       "  'css',\n",
       "  'html',\n",
       "  'javascript',\n",
       "  'ajax',\n",
       "  'git',\n",
       "  'svn',\n",
       "  'gulp',\n",
       "  'webpack',\n",
       "  'rollup'],\n",
       " ['HTML5', '功能开发', '游戏开发'],\n",
       " ['小程序'],\n",
       " ['Koa', 'Express', 'Node.js', '前端开发', 'React', 'Javascript', 'Unix', 'Linux'],\n",
       " ['React',\n",
       "  'Vue',\n",
       "  'Angular',\n",
       "  '框架设计',\n",
       "  'HTML5',\n",
       "  'Javascript',\n",
       "  'Webpack',\n",
       "  'Electron',\n",
       "  'TypeScript',\n",
       "  'IT/信息化领域'],\n",
       " ['前端开发', 'TypeScript'],\n",
       " [],\n",
       " ['Vue', '前端开发', 'HTML5', 'CSS'],\n",
       " ['React', 'Vue', 'ElementUI', 'Echarts', 'Ant Design', '电商领域'],\n",
       " ['前端开发', 'Vue', 'ES5', 'HTML5', 'Javascript', 'React', 'CSS'],\n",
       " ['前端开发',\n",
       "  'css3',\n",
       "  'react',\n",
       "  'vue',\n",
       "  'webpack',\n",
       "  'angular',\n",
       "  'gulp',\n",
       "  'php',\n",
       "  'git',\n",
       "  'python'],\n",
       " ['Vue', 'Echarts', 'IT/信息化领域', 'R语言', 'Webpack'],\n",
       " ['框架设计', '框架开发', 'IT/信息化领域', 'Layui', 'Vue', 'jQuery', 'Web开发'],\n",
       " ['vue', 'ps'],\n",
       " ['IT/信息化领域', 'React', 'D语言', 'R语言', 'Android', 'iOS'],\n",
       " ['前端开发'],\n",
       " ['小程序', 'vue', 'jquery', 'javascript', '前端开发'],\n",
       " ['架构设计', '需求分析', 'Javascript'],\n",
       " ['javascript',\n",
       "  'jquery',\n",
       "  'webpack',\n",
       "  '小程序',\n",
       "  'vue',\n",
       "  'html',\n",
       "  'typescript',\n",
       "  'css',\n",
       "  'npm'],\n",
       " ['Javascript', 'Angular', '银行领域', '金融领域', 'IT/信息化领域', '框架设计', '界面开发'],\n",
       " ['web前端'],\n",
       " ['框架设计', '框架开发', 'Vue', 'React'],\n",
       " ['ios'],\n",
       " ['WebRTC', 'Vue', 'React', '框架设计', '框架开发'],\n",
       " [],\n",
       " ['javascript', 'css3', 'react', 'vue', 'webpack', '前端开发'],\n",
       " ['Angular'],\n",
       " ['后端开发',\n",
       "  'Node.js',\n",
       "  'MVVM',\n",
       "  'MVC',\n",
       "  'Less',\n",
       "  'Sass',\n",
       "  'CSS',\n",
       "  'TypeScript',\n",
       "  'ECMAScript 6',\n",
       "  'ECMAScript']]"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz['job.labels'].apply(lambda x:eval(x)).tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "cdd091f5",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['前端开发',\n",
       " 'ElementUI',\n",
       " 'uni-app',\n",
       " '后端开发',\n",
       " 'HTML',\n",
       " 'HTML5',\n",
       " '前端开发',\n",
       " '架构设计',\n",
       " 'Vue',\n",
       " '移动开发',\n",
       " 'Node.js',\n",
       " 'HTML5',\n",
       " 'Javascript',\n",
       " 'HTML',\n",
       " '前端开发',\n",
       " '前端开发',\n",
       " '界面开发',\n",
       " 'React',\n",
       " 'jQuery',\n",
       " 'CSS',\n",
       " 'HTML',\n",
       " 'R语言',\n",
       " '前端开发',\n",
       " '界面开发',\n",
       " 'React',\n",
       " 'jQuery',\n",
       " 'CSS',\n",
       " 'HTML',\n",
       " 'R语言',\n",
       " '前端开发',\n",
       " '移动开发',\n",
       " 'Vue',\n",
       " 'React',\n",
       " 'IT/信息化领域',\n",
       " 'Web开发',\n",
       " 'Electron',\n",
       " 'VR开发',\n",
       " 'C语言',\n",
       " 'C/C++',\n",
       " 'Web开发',\n",
       " 'MVVM',\n",
       " 'Leaflet',\n",
       " 'Vue',\n",
       " 'React',\n",
       " 'Grunt',\n",
       " '前端开发',\n",
       " 'HTML',\n",
       " 'IT/信息化领域',\n",
       " '人工智能领域',\n",
       " '前端开发',\n",
       " '框架开发',\n",
       " '框架设计',\n",
       " 'Hybrid',\n",
       " 'CSS',\n",
       " 'HTML',\n",
       " 'Webpack',\n",
       " '前端开发',\n",
       " '框架开发',\n",
       " '框架设计',\n",
       " 'Vue',\n",
       " '移动开发',\n",
       " '模块开发',\n",
       " 'Vue.js',\n",
       " '架构设计',\n",
       " '前端开发',\n",
       " 'Web开发',\n",
       " 'CSS',\n",
       " 'React',\n",
       " 'Javascript',\n",
       " 'Sass',\n",
       " 'javascript',\n",
       " '前端开发',\n",
       " 'css3',\n",
       " 'react',\n",
       " 'jquery',\n",
       " 'ajax',\n",
       " 'webpack',\n",
       " 'angularjs',\n",
       " 'xml',\n",
       " '后端开发',\n",
       " '前端开发',\n",
       " '界面开发',\n",
       " '框架开发',\n",
       " '框架设计',\n",
       " 'javascript',\n",
       " 'css',\n",
       " '前端开发',\n",
       " 'css3',\n",
       " 'react',\n",
       " 'vue',\n",
       " 'jquery',\n",
       " 'html',\n",
       " '界面开发',\n",
       " '前端开发',\n",
       " 'Webpack',\n",
       " '前端开发',\n",
       " 'CSS',\n",
       " 'HTML',\n",
       " '界面开发',\n",
       " 'HTML5',\n",
       " 'Javascript',\n",
       " 'Bootstrap',\n",
       " 'ExtJS',\n",
       " 'ElementUI',\n",
       " 'EasyUI',\n",
       " '前端开发',\n",
       " 'Node.js',\n",
       " 'CSS',\n",
       " 'HTML',\n",
       " 'HTML5',\n",
       " 'Javascript',\n",
       " 'Web开发',\n",
       " '全栈开发',\n",
       " 'Vue',\n",
       " 'React',\n",
       " 'Javascript',\n",
       " 'CSS',\n",
       " 'HTML',\n",
       " 'Webpack',\n",
       " 'IT/信息化领域',\n",
       " '前端开发',\n",
       " '界面开发',\n",
       " 'Vue',\n",
       " '前端开发',\n",
       " '前端开发',\n",
       " 'React',\n",
       " 'React',\n",
       " '前端开发',\n",
       " '人工智能领域',\n",
       " '电商领域',\n",
       " 'IT/信息化领域',\n",
       " '商业信息化',\n",
       " '云计算领域',\n",
       " 'Web开发',\n",
       " '前端开发',\n",
       " '需求分析',\n",
       " '架构设计',\n",
       " '前端开发',\n",
       " 'Vue',\n",
       " '框架设计',\n",
       " '功能开发',\n",
       " 'Java',\n",
       " '界面开发',\n",
       " 'HTML5',\n",
       " 'CSS',\n",
       " 'Javascript',\n",
       " '医疗领域',\n",
       " '界面开发',\n",
       " 'Vue',\n",
       " '前端开发',\n",
       " '框架设计',\n",
       " '框架开发',\n",
       " 'Vue.js',\n",
       " 'Vue',\n",
       " 'HTML5',\n",
       " 'Javascript',\n",
       " '前端开发',\n",
       " '界面开发',\n",
       " 'Vue',\n",
       " '后端开发',\n",
       " 'Node.js',\n",
       " '框架开发',\n",
       " '框架设计',\n",
       " 'CSS',\n",
       " 'Javascript',\n",
       " '框架开发',\n",
       " '框架设计',\n",
       " '前端开发',\n",
       " 'Javascript',\n",
       " 'XML',\n",
       " '前端开发',\n",
       " '后端开发',\n",
       " '模块开发',\n",
       " '框架开发',\n",
       " '框架设计',\n",
       " 'Webpack',\n",
       " 'web前端',\n",
       " 'HTML',\n",
       " 'JavaScript',\n",
       " 'CSS',\n",
       " 'Vue',\n",
       " 'Angular',\n",
       " 'React',\n",
       " 'Hybrid App',\n",
       " 'Vue',\n",
       " 'javascript',\n",
       " 'css',\n",
       " 'css3',\n",
       " 'vue',\n",
       " 'html',\n",
       " 'HTML5',\n",
       " 'SQL',\n",
       " '建筑领域',\n",
       " '前端开发',\n",
       " '前端开发',\n",
       " 'Bootstrap',\n",
       " 'MVVM',\n",
       " 'MVC',\n",
       " 'HTML',\n",
       " 'HTML5',\n",
       " 'D语言',\n",
       " '前端开发',\n",
       " 'ElementUI',\n",
       " 'Vue',\n",
       " '界面开发',\n",
       " '前端开发',\n",
       " 'React',\n",
       " '框架设计',\n",
       " '框架开发',\n",
       " 'CSS',\n",
       " 'ECMAScript 6',\n",
       " 'ECMAScript',\n",
       " 'ES5',\n",
       " '移动开发',\n",
       " '模块开发',\n",
       " '前端开发',\n",
       " '系统开发',\n",
       " '功能开发',\n",
       " 'Vue',\n",
       " '框架开发',\n",
       " '框架设计',\n",
       " 'IT/信息化领域',\n",
       " '架构设计',\n",
       " '前端开发',\n",
       " 'Web开发',\n",
       " '功能开发',\n",
       " '模块开发',\n",
       " '框架开发',\n",
       " '框架设计',\n",
       " '架构设计',\n",
       " 'React',\n",
       " 'Vue',\n",
       " '后端开发',\n",
       " '商城、站点等PC',\n",
       " '前端开发',\n",
       " 'HTML5',\n",
       " 'Vue',\n",
       " 'IT/信息化领域',\n",
       " '前端开发',\n",
       " '移动开发',\n",
       " 'Web开发',\n",
       " '框架设计',\n",
       " '框架开发',\n",
       " 'CSS',\n",
       " 'HTML',\n",
       " 'Javascript',\n",
       " 'C语言',\n",
       " '前端开发',\n",
       " 'Vue',\n",
       " 'React',\n",
       " '框架开发',\n",
       " '框架设计',\n",
       " 'IT/信息化领域',\n",
       " '服务器开发',\n",
       " 'AngularJS',\n",
       " 'R语言',\n",
       " 'CSS',\n",
       " 'javascript',\n",
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       " 'css3',\n",
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       " 'vue',\n",
       " 'webpack',\n",
       " 'javascript',\n",
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       " 'css3',\n",
       " 'jquery',\n",
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       " 'bootstrap',\n",
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       " '架构设计',\n",
       " '全栈开发',\n",
       " '前端开发',\n",
       " 'React',\n",
       " 'Javascript',\n",
       " '后端开发',\n",
       " 'Vue',\n",
       " 'Node.js',\n",
       " 'python',\n",
       " 'Java',\n",
       " 'TypeScript',\n",
       " '前端开发',\n",
       " '模块开发',\n",
       " 'Webpack',\n",
       " 'javascript',\n",
       " 'java',\n",
       " 'javascript',\n",
       " 'css',\n",
       " 'css3',\n",
       " 'jquery',\n",
       " 'html',\n",
       " 'ajax',\n",
       " 'java',\n",
       " 'xml',\n",
       " 'backbone',\n",
       " 'zepto',\n",
       " 'Vue',\n",
       " 'React',\n",
       " 'Angular',\n",
       " 'HTML',\n",
       " '前端开发',\n",
       " 'Vue',\n",
       " 'React',\n",
       " '界面开发',\n",
       " 'jQuery',\n",
       " '模块开发',\n",
       " '架构设计',\n",
       " 'Ember',\n",
       " 'CSS',\n",
       " 'Javascript',\n",
       " 'React',\n",
       " 'css3',\n",
       " 'vue',\n",
       " 'jquery',\n",
       " '小程序',\n",
       " '前端开发',\n",
       " 'HTML5',\n",
       " 'Javascript',\n",
       " '模块开发',\n",
       " 'Web开发',\n",
       " 'D语言',\n",
       " 'WebGL',\n",
       " 'HTML',\n",
       " 'CSS',\n",
       " 'React',\n",
       " '前端开发',\n",
       " 'HTML5',\n",
       " '前端开发',\n",
       " '界面开发',\n",
       " 'Web开发',\n",
       " 'React',\n",
       " 'Vue',\n",
       " 'AngularJS',\n",
       " 'Bootstrap',\n",
       " '移动开发',\n",
       " 'Node.js',\n",
       " 'MVVM',\n",
       " '前端开发',\n",
       " '架构设计',\n",
       " '界面开发',\n",
       " 'Vue',\n",
       " 'React',\n",
       " 'Vue.js',\n",
       " '移动开发',\n",
       " 'AngularJS',\n",
       " 'Javascript',\n",
       " '前端开发',\n",
       " 'Bootstrap',\n",
       " '框架开发',\n",
       " '框架设计',\n",
       " 'Web开发',\n",
       " 'AngularJS',\n",
       " 'Javascript',\n",
       " 'CSS',\n",
       " '前端开发',\n",
       " 'Vue',\n",
       " 'React',\n",
       " '移动开发',\n",
       " '模块开发',\n",
       " '框架开发',\n",
       " '框架设计',\n",
       " 'T3.js',\n",
       " 'CSS',\n",
       " 'Javascript',\n",
       " '前端开发',\n",
       " 'Vue',\n",
       " 'Webpack',\n",
       " 'React',\n",
       " 'IT/信息化领域',\n",
       " '银行领域',\n",
       " '金融领域',\n",
       " '前端开发',\n",
       " 'React',\n",
       " '界面开发',\n",
       " 'Vue',\n",
       " '模块开发',\n",
       " 'jQuery',\n",
       " '架构设计',\n",
       " 'Ember',\n",
       " 'Angular',\n",
       " 'CSS',\n",
       " 'Javascript',\n",
       " 'Vue',\n",
       " 'CSS',\n",
       " 'HTML5',\n",
       " '前端开发',\n",
       " '架构设计',\n",
       " 'Vue',\n",
       " 'React',\n",
       " 'jQuery',\n",
       " '框架开发',\n",
       " '框架设计',\n",
       " '移动开发',\n",
       " '架构开发',\n",
       " 'Angular',\n",
       " 'javascript',\n",
       " 'css',\n",
       " '前端开发',\n",
       " 'react',\n",
       " 'vue',\n",
       " 'angular',\n",
       " 'java',\n",
       " '前端开发',\n",
       " '前端开发',\n",
       " '框架开发',\n",
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       " 'MVVM',\n",
       " 'Vue',\n",
       " '模块开发',\n",
       " '移动开发',\n",
       " '功能开发',\n",
       " '后端开发',\n",
       " 'ElementUI',\n",
       " 'Vue',\n",
       " '界面开发',\n",
       " '商业信息化',\n",
       " 'SQL',\n",
       " 'Vue',\n",
       " 'Vue.js',\n",
       " '界面开发',\n",
       " '前端开发',\n",
       " '前端开发',\n",
       " '后端开发',\n",
       " '功能开发',\n",
       " '模块开发',\n",
       " '框架开发',\n",
       " '框架设计',\n",
       " 'ASP.NET',\n",
       " '通信领域',\n",
       " 'uni-app',\n",
       " 'Sass',\n",
       " '前端开发',\n",
       " '框架设计',\n",
       " '框架开发',\n",
       " 'Webpack',\n",
       " '前端开发',\n",
       " 'Javascript',\n",
       " '前端开发',\n",
       " 'Vue',\n",
       " 'React',\n",
       " '框架设计',\n",
       " '框架开发',\n",
       " 'Angular',\n",
       " '架构设计',\n",
       " 'CSS',\n",
       " 'HTML',\n",
       " '游戏开发',\n",
       " '前端开发',\n",
       " '引擎开发',\n",
       " '架构设计',\n",
       " '前端开发',\n",
       " 'Vue',\n",
       " 'CSS',\n",
       " 'HTML',\n",
       " 'Javascript',\n",
       " 'iOS',\n",
       " 'css',\n",
       " '前端开发',\n",
       " 'css3',\n",
       " 'vue',\n",
       " 'jquery',\n",
       " 'html',\n",
       " 'ajax',\n",
       " 'git',\n",
       " 'npm',\n",
       " '网络协议',\n",
       " '前端开发',\n",
       " '架构设计',\n",
       " '前端开发',\n",
       " 'React',\n",
       " 'Vue',\n",
       " 'Angular',\n",
       " '界面开发',\n",
       " '前端开发',\n",
       " 'Node.js',\n",
       " '后端开发',\n",
       " '框架开发',\n",
       " '框架设计',\n",
       " 'C/C++',\n",
       " 'C语言',\n",
       " 'ECMAScript 6',\n",
       " 'ECMAScript',\n",
       " 'AngularJS',\n",
       " 'React',\n",
       " 'Javascript',\n",
       " 'HTML',\n",
       " 'Webpack',\n",
       " 'MobX',\n",
       " '前端开发',\n",
       " 'React',\n",
       " '前端开发',\n",
       " '界面开发',\n",
       " '电商领域',\n",
       " '框架开发',\n",
       " '框架设计',\n",
       " 'PHP',\n",
       " 'IT/信息化领域',\n",
       " 'C语言',\n",
       " 'C/C++',\n",
       " 'R语言',\n",
       " 'css',\n",
       " '前端开发',\n",
       " 'css3',\n",
       " 'react',\n",
       " 'vue',\n",
       " 'jquery',\n",
       " 'html',\n",
       " 'angularjs',\n",
       " '小程序',\n",
       " '前端开发',\n",
       " '后端开发',\n",
       " 'jQuery',\n",
       " 'AngularJS',\n",
       " 'HTML5',\n",
       " 'Javascript',\n",
       " 'HTML',\n",
       " 'React',\n",
       " 'Vue',\n",
       " 'Angular',\n",
       " 'React Native',\n",
       " 'IT/信息化领域',\n",
       " '保险领域',\n",
       " '前端开发',\n",
       " '框架设计',\n",
       " '框架开发',\n",
       " 'CSS',\n",
       " 'HTML',\n",
       " 'ECMAScript 6',\n",
       " 'ECMAScript',\n",
       " 'ElementUI',\n",
       " '模块开发',\n",
       " '功能开发',\n",
       " '前端开发',\n",
       " 'Hybrid',\n",
       " '架构设计',\n",
       " '界面开发',\n",
       " '框架开发',\n",
       " '框架设计',\n",
       " '模块开发',\n",
       " 'Javascript',\n",
       " 'HTML',\n",
       " 'Vue',\n",
       " '前端开发',\n",
       " 'React',\n",
       " 'Node.js',\n",
       " '网络开发',\n",
       " 'CSS',\n",
       " 'HTML',\n",
       " 'ECMAScript 6',\n",
       " 'ECMAScript',\n",
       " 'HTML5',\n",
       " 'css',\n",
       " '前端开发',\n",
       " 'css3',\n",
       " 'html',\n",
       " 'webpack',\n",
       " 'npm',\n",
       " 'svn',\n",
       " '小程序',\n",
       " 'css3',\n",
       " 'react',\n",
       " 'vue',\n",
       " 'angular',\n",
       " '前端开发',\n",
       " 'Echarts',\n",
       " 'React',\n",
       " '模块开发',\n",
       " '服务器开发',\n",
       " 'D3.js',\n",
       " '架构设计',\n",
       " 'ECMAScript 6',\n",
       " 'ECMAScript',\n",
       " 'HTML',\n",
       " '前端开发',\n",
       " 'React',\n",
       " 'Vue',\n",
       " 'Angular',\n",
       " 'Web开发',\n",
       " '大数据领域',\n",
       " 'javascript',\n",
       " 'css',\n",
       " '前端开发',\n",
       " 'react',\n",
       " 'html',\n",
       " 'ajax',\n",
       " '前端开发',\n",
       " '移动开发',\n",
       " 'CSS',\n",
       " 'ECMAScript 6',\n",
       " 'ECMAScript',\n",
       " 'Vue',\n",
       " '前端开发',\n",
       " 'CSS',\n",
       " 'HTML',\n",
       " 'Sass',\n",
       " 'Webpack',\n",
       " 'IT/信息化领域',\n",
       " 'Javascript',\n",
       " 'jQuery',\n",
       " 'Vue.js',\n",
       " '保险公司背景',\n",
       " '前端开发',\n",
       " '框架设计',\n",
       " '框架开发',\n",
       " '移动开发',\n",
       " '架构设计',\n",
       " '架构开发',\n",
       " 'WXML',\n",
       " 'javascript',\n",
       " 'css',\n",
       " 'react',\n",
       " 'vue',\n",
       " 'html',\n",
       " 'git',\n",
       " '小程序',\n",
       " 'Vue',\n",
       " 'Angular',\n",
       " 'React',\n",
       " 'Javascript',\n",
       " 'HTML',\n",
       " 'CSS',\n",
       " '前端开发',\n",
       " '界面开发',\n",
       " 'HTML',\n",
       " 'HTML5',\n",
       " 'CSS',\n",
       " 'Sass',\n",
       " 'Javascript',\n",
       " 'Vue',\n",
       " 'React',\n",
       " '教育领域',\n",
       " 'React',\n",
       " 'AEM',\n",
       " '前端开发',\n",
       " '前端开发',\n",
       " '大数据领域',\n",
       " 'ECMAScript 6',\n",
       " 'ECMAScript',\n",
       " '界面开发',\n",
       " 'React',\n",
       " 'Sass',\n",
       " '前端开发',\n",
       " 'Vue',\n",
       " 'CSS',\n",
       " 'Unix',\n",
       " 'Linux',\n",
       " 'Javascript',\n",
       " '政府/政务/国企',\n",
       " 'gis可视化',\n",
       " '移动端app经验\\xa0',\n",
       " 'ElementUI',\n",
       " '前端开发',\n",
       " '小程序',\n",
       " '界面开发',\n",
       " 'Node.js',\n",
       " 'Vue',\n",
       " 'Vue.js',\n",
       " '前端开发',\n",
       " 'MVVM',\n",
       " 'React',\n",
       " 'AngularJS',\n",
       " 'Sass',\n",
       " 'Javascript',\n",
       " '前端开发',\n",
       " '界面开发',\n",
       " 'React',\n",
       " 'Vue',\n",
       " 'Ember',\n",
       " 'jQuery',\n",
       " '模块开发',\n",
       " '架构设计',\n",
       " 'CSS',\n",
       " 'Javascript',\n",
       " '前端开发',\n",
       " '界面开发',\n",
       " '后端开发',\n",
       " '框架设计',\n",
       " '框架开发',\n",
       " '系统开发',\n",
       " 'HTML',\n",
       " 'HTML5',\n",
       " '前端开发',\n",
       " 'Echarts',\n",
       " '界面开发',\n",
       " 'React',\n",
       " '框架设计',\n",
       " '框架开发',\n",
       " '前端开发',\n",
       " '界面开发',\n",
       " 'React',\n",
       " 'jQuery',\n",
       " 'Vue',\n",
       " '模块开发',\n",
       " 'Ember',\n",
       " '架构设计',\n",
       " 'CSS',\n",
       " 'Javascript',\n",
       " '前端开发',\n",
       " 'Echarts',\n",
       " '系统开发',\n",
       " 'Vue',\n",
       " '界面开发',\n",
       " 'React',\n",
       " 'Node.js',\n",
       " 'D3.js',\n",
       " '框架开发',\n",
       " '框架设计',\n",
       " '前端开发',\n",
       " 'HTML5',\n",
       " '游戏开发',\n",
       " '引擎开发',\n",
       " '移动开发',\n",
       " 'Javascript',\n",
       " 'HTML',\n",
       " 'HTML5',\n",
       " '界面开发',\n",
       " '前端开发',\n",
       " 'Grunt',\n",
       " '移动开发',\n",
       " 'Stylus',\n",
       " '架构设计',\n",
       " 'CSS',\n",
       " 'R语言',\n",
       " 'Less',\n",
       " 'HTML',\n",
       " '前端开发',\n",
       " '移动开发',\n",
       " 'Web开发',\n",
       " 'Vue',\n",
       " '大牛带队',\n",
       " '技术快速更新迭代',\n",
       " 'javascript',\n",
       " 'css',\n",
       " 'css3',\n",
       " 'react',\n",
       " 'vue',\n",
       " '网络协议',\n",
       " 'saas',\n",
       " 'Web开发',\n",
       " 'Vue',\n",
       " '前端开发',\n",
       " 'React',\n",
       " '架构设计',\n",
       " 'Webpack',\n",
       " 'Ant Design',\n",
       " 'ElementUI',\n",
       " 'React Native',\n",
       " 'uni-app',\n",
       " 'Web开发',\n",
       " 'Vue',\n",
       " 'HTML5',\n",
       " '框架设计',\n",
       " '需求分析',\n",
       " 'HTML',\n",
       " 'Javascript',\n",
       " 'javascript',\n",
       " 'css',\n",
       " '前端开发',\n",
       " 'vue',\n",
       " 'jquery',\n",
       " '前端开发',\n",
       " '框架开发',\n",
       " '框架设计',\n",
       " '云计算领域',\n",
       " 'HTML',\n",
       " 'CSS',\n",
       " 'ECMAScript 6',\n",
       " 'ECMAScript',\n",
       " 'React',\n",
       " 'CSS',\n",
       " 'Javascript',\n",
       " 'HTML',\n",
       " 'React',\n",
       " '前端开发',\n",
       " '移动开发',\n",
       " 'Web开发',\n",
       " 'Babel',\n",
       " '框架开发',\n",
       " '框架设计',\n",
       " 'React Native',\n",
       " 'ECMAScript 6',\n",
       " 'ECMAScript',\n",
       " 'Reactjs',\n",
       " '前端开发',\n",
       " '框架开发',\n",
       " '框架设计',\n",
       " 'Javascript',\n",
       " 'CSS',\n",
       " 'HTML',\n",
       " 'H5端',\n",
       " '架构设计',\n",
       " '前端开发',\n",
       " '架构开发',\n",
       " 'iOS',\n",
       " 'Android',\n",
       " '前端开发',\n",
       " '界面开发',\n",
       " '服务器开发',\n",
       " '架构设计',\n",
       " '前端开发',\n",
       " 'Web开发',\n",
       " '界面开发',\n",
       " '电商领域',\n",
       " '金融领域',\n",
       " 'HTML',\n",
       " 'JSS',\n",
       " 'JSON',\n",
       " 'CSS',\n",
       " 'HTTP协议',\n",
       " 'Vuejs、Re',\n",
       " '前端开发',\n",
       " 'React',\n",
       " '前端开发',\n",
       " '框架设计',\n",
       " '框架开发',\n",
       " 'MVVM',\n",
       " 'Webpack',\n",
       " '前端开发',\n",
       " '界面开发',\n",
       " '架构设计',\n",
       " 'MVVM',\n",
       " '框架开发',\n",
       " '框架设计',\n",
       " 'Gulp',\n",
       " 'Webpack',\n",
       " '前端开发',\n",
       " 'Vue',\n",
       " '界面开发',\n",
       " 'React',\n",
       " 'jQuery',\n",
       " '模块开发',\n",
       " 'Ember',\n",
       " '架构设计',\n",
       " 'CSS',\n",
       " 'Javascript',\n",
       " '前端开发',\n",
       " 'Javascript',\n",
       " 'jQuery',\n",
       " 'Node.js',\n",
       " 'Vue',\n",
       " 'React',\n",
       " 'ExtJS',\n",
       " 'HTML',\n",
       " 'CSS',\n",
       " 'React',\n",
       " '前端开发',\n",
       " 'HTML5',\n",
       " 'Javascript',\n",
       " 'CSS',\n",
       " 'ElementUI',\n",
       " 'React',\n",
       " '功能开发',\n",
       " '框架设计',\n",
       " 'EasyUI',\n",
       " 'Weex',\n",
       " '前端开发',\n",
       " '界面开发',\n",
       " 'Echarts',\n",
       " '架构设计',\n",
       " 'Highcharts',\n",
       " '框架设计',\n",
       " '框架开发',\n",
       " 'CSS',\n",
       " 'Javascript',\n",
       " 'Java',\n",
       " '后端开发',\n",
       " 'Node.js',\n",
       " '前端开发',\n",
       " 'CSS',\n",
       " 'Sass',\n",
       " 'Less',\n",
       " 'D语言',\n",
       " 'angular',\n",
       " '界面开发',\n",
       " 'Vue',\n",
       " 'React',\n",
       " 'jQuery',\n",
       " '框架开发',\n",
       " '框架设计',\n",
       " 'Angular',\n",
       " '全栈开发',\n",
       " 'CSS',\n",
       " 'Javascript',\n",
       " '框架开发',\n",
       " '框架设计',\n",
       " '云计算领域',\n",
       " 'Angular',\n",
       " '前端开发',\n",
       " 'HTML5',\n",
       " 'CSS3',\n",
       " 'Javascript',\n",
       " 'Node.js',\n",
       " 'AngularJS',\n",
       " 'TypeScript',\n",
       " 'WebGL',\n",
       " 'Three.js',\n",
       " '3D开发',\n",
       " 'Angular',\n",
       " 'Vue',\n",
       " 'Java',\n",
       " '银行领域',\n",
       " '电商团队 ',\n",
       " '业务运维',\n",
       " '前端开发',\n",
       " '数字化',\n",
       " '前端开发',\n",
       " 'Vue',\n",
       " 'ElementUI',\n",
       " 'React',\n",
       " '框架开发',\n",
       " '框架设计',\n",
       " 'AngularJS',\n",
       " '服务器开发',\n",
       " '前端开发',\n",
       " 'Vue',\n",
       " 'React',\n",
       " 'Javascript',\n",
       " '需求分析',\n",
       " '文娱行业',\n",
       " '小说类快应用',\n",
       " '快应用开发',\n",
       " '前端开发',\n",
       " 'Javascript',\n",
       " 'CSS',\n",
       " 'HTML',\n",
       " 'Vue',\n",
       " 'AngularJS',\n",
       " 'Leaflet',\n",
       " 'Echarts',\n",
       " 'Three.js',\n",
       " 'Android',\n",
       " 'javascript',\n",
       " 'css',\n",
       " 'react',\n",
       " 'vue',\n",
       " 'html',\n",
       " 'webpack',\n",
       " 'angular',\n",
       " 'gulp',\n",
       " 'php',\n",
       " 'java',\n",
       " 'Electron',\n",
       " 'Vue',\n",
       " 'Leaflet',\n",
       " '前端开发',\n",
       " '界面开发',\n",
       " '网络开发',\n",
       " 'Bootstrap',\n",
       " '前端开发',\n",
       " 'MVVM',\n",
       " 'MVC',\n",
       " 'HTML',\n",
       " 'HTML5',\n",
       " 'D语言',\n",
       " 'React',\n",
       " 'TypeScript',\n",
       " '前端开发',\n",
       " 'ESLint',\n",
       " '界面开发',\n",
       " 'uni-app',\n",
       " 'Grunt',\n",
       " '前端开发',\n",
       " '架构设计',\n",
       " '需求分析',\n",
       " 'Sass',\n",
       " 'Less',\n",
       " 'ECMAScript 6',\n",
       " '前端开发',\n",
       " 'Vue',\n",
       " 'React',\n",
       " 'Angular',\n",
       " '框架设计',\n",
       " '框架开发',\n",
       " '服务器开发',\n",
       " 'React',\n",
       " '架构设计',\n",
       " '前端开发',\n",
       " '模块开发',\n",
       " '移动开发',\n",
       " '电商领域',\n",
       " '框架开发',\n",
       " '框架设计',\n",
       " 'T3.js',\n",
       " '架构开发',\n",
       " 'Angular',\n",
       " '前端开发',\n",
       " 'Vue',\n",
       " '前端开发',\n",
       " '界面开发',\n",
       " 'Javascript',\n",
       " '框架设计',\n",
       " '框架开发',\n",
       " '前端开发',\n",
       " 'Javascript',\n",
       " 'XML',\n",
       " 'Echarts',\n",
       " 'Mybatis',\n",
       " ...]"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 列表的推导式\n",
    "PM_labels_list = [j     for i in df_PM_gz['job.labels'].apply(lambda x:eval(x)).tolist()       for j in i    ]\n",
    "PM_labels_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "41a5b2f5",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
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       " ('.NET MVC', 1),\n",
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       " ('Windows', 1),\n",
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       " ('ES6', 3),\n",
       " ('antd-vue-admin', 1),\n",
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       " ('GIS', 3),\n",
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       " ('rollup', 1),\n",
       " ('DIV+CSS', 1),\n",
       " ('Axios', 1),\n",
       " ('zepto', 3),\n",
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       " ('H5游戏前端开发主程', 1),\n",
       " ('Three.js', 11),\n",
       " ('CICD', 1),\n",
       " ('全栈开发', 7),\n",
       " ('python', 9),\n",
       " ('医疗领域', 3),\n",
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       " ('移动端app经验\\xa0', 1),\n",
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       " ('AWS', 1),\n",
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       " ('NW.js', 1),\n",
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       " ('自然资源工作经验', 1),\n",
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       " ('ECMAScript 6', 32),\n",
       " ('WebRTC', 3),\n",
       " ('Taro', 4),\n",
       " ('Webpack', 44),\n",
       " ('typescript', 13),\n",
       " ('Android', 13),\n",
       " ('express', 5),\n",
       " ('功能开发', 26),\n",
       " ('h5', 1),\n",
       " ('Vue2', 1),\n",
       " ('web', 1),\n",
       " ('linux', 2),\n",
       " ('框架', 1),\n",
       " ('MES系统', 1),\n",
       " ('WebGL', 6),\n",
       " ('快应用开发', 1),\n",
       " ('iOS', 11),\n",
       " ('C/C++', 27),\n",
       " ('T3.js', 3),\n",
       " ('.NET', 3),\n",
       " ('数字化', 1),\n",
       " ('3D开发', 1),\n",
       " ('Spring', 1),\n",
       " ('Grunt', 5),\n",
       " ('ruby', 1),\n",
       " ('web开发', 2),\n",
       " ('技术支持', 1),\n",
       " ('架构设计', 93),\n",
       " ('移动开发', 66),\n",
       " ('小说类快应用', 1),\n",
       " ('Hybrid', 7)]"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 创建words\n",
    "\n",
    "PM_labels_words = [ (i,PM_labels_list.count(i)) for i in set(PM_labels_list)]\n",
    "PM_labels_words"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "251470c9",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# 可视化词云图\n",
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import WordCloud\n",
    "from pyecharts.globals import SymbolType\n",
    "\n",
    "c = (\n",
    "    WordCloud()\n",
    "    .add(\"\", PM_labels_words, word_size_range=[20, 100], shape=SymbolType.DIAMOND)\n",
    "    .set_global_opts(title_opts=opts.TitleOpts(title=\"WordCloud-shape-diamond\"))\n",
    "    .render( key +\"_wordcloud_map_职位标签_\"+ output_time+\".html\")\n",
    ")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f4a2acfd",
   "metadata": {},
   "source": [
    "## 薪资-（平均薪资）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "16561a4f",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>职位标签</th>\n",
       "      <th>职位更新时间</th>\n",
       "      <th>职位</th>\n",
       "      <th>薪资</th>\n",
       "      <th>地区</th>\n",
       "      <th>是否top职位</th>\n",
       "      <th>工作年限</th>\n",
       "      <th>学历</th>\n",
       "      <th>公司融资情况</th>\n",
       "      <th>公司名称</th>\n",
       "      <th>行业</th>\n",
       "      <th>规模</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>['前端开发', 'ElementUI', 'uni-app', '后端开发', 'HTML...</td>\n",
       "      <td>20230531134003</td>\n",
       "      <td>初级前端开发工程师</td>\n",
       "      <td>4-6k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>蚁米控股有限公司</td>\n",
       "      <td>区块链</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>['前端开发', '架构设计', 'Vue', '移动开发', 'Node.js', 'HT...</td>\n",
       "      <td>20230526164951</td>\n",
       "      <td>WEB前端开发工程师</td>\n",
       "      <td>10-15k·13薪</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>南京制典网络科技有限公司</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>1-49人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>['前端开发']</td>\n",
       "      <td>20230120235144</td>\n",
       "      <td>前端开发工程师 (MJ000397)</td>\n",
       "      <td>15-25k·15薪</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>三晶电气</td>\n",
       "      <td>电气机械/器材</td>\n",
       "      <td>500-999人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>['前端开发', '界面开发', 'React', 'jQuery', 'CSS', 'HT...</td>\n",
       "      <td>20230531105848</td>\n",
       "      <td>前端开发工程师-五险一金13薪</td>\n",
       "      <td>15-22k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>前海豆米</td>\n",
       "      <td>互联网</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>['前端开发', '界面开发', 'React', 'jQuery', 'CSS', 'HT...</td>\n",
       "      <td>20230531105848</td>\n",
       "      <td>前端开发工程师-五险一金13薪</td>\n",
       "      <td>15-22k·13薪</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>False</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>前海豆米</td>\n",
       "      <td>互联网</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>795</th>\n",
       "      <td>['WebRTC', 'Vue', 'React', '框架设计', '框架开发']</td>\n",
       "      <td>20220727110607</td>\n",
       "      <td>中高级前端开发工程师</td>\n",
       "      <td>10-20k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>广州南天</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>1000-2000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>796</th>\n",
       "      <td>[]</td>\n",
       "      <td>20220722163240</td>\n",
       "      <td>中级前端开发工程师(TypeScript)</td>\n",
       "      <td>12-18k·20薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>中国联通广东省分公司</td>\n",
       "      <td>运营商/增值服务</td>\n",
       "      <td>10000人以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>797</th>\n",
       "      <td>['javascript', 'css3', 'react', 'vue', 'webpac...</td>\n",
       "      <td>20210127205707</td>\n",
       "      <td>WEB前端开发工程师</td>\n",
       "      <td>20-25k·16薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>沪深A股上市</td>\n",
       "      <td>视源股份</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>5000-10000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>798</th>\n",
       "      <td>['Angular']</td>\n",
       "      <td>20220817112353</td>\n",
       "      <td>WEB前端开发工程师</td>\n",
       "      <td>16-21k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>大专</td>\n",
       "      <td>已上市</td>\n",
       "      <td>法本信息</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>10000人以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>799</th>\n",
       "      <td>['后端开发', 'Node.js', 'MVVM', 'MVC', 'Less', 'Sa...</td>\n",
       "      <td>20220114164958</td>\n",
       "      <td>WEB前端开发工程师</td>\n",
       "      <td>10-22k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>B轮</td>\n",
       "      <td>广州千鸟电商科技有限公司</td>\n",
       "      <td>互联网</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>800 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                  职位标签          职位更新时间  \\\n",
       "0    ['前端开发', 'ElementUI', 'uni-app', '后端开发', 'HTML...  20230531134003   \n",
       "1    ['前端开发', '架构设计', 'Vue', '移动开发', 'Node.js', 'HT...  20230526164951   \n",
       "2                                             ['前端开发']  20230120235144   \n",
       "3    ['前端开发', '界面开发', 'React', 'jQuery', 'CSS', 'HT...  20230531105848   \n",
       "4    ['前端开发', '界面开发', 'React', 'jQuery', 'CSS', 'HT...  20230531105848   \n",
       "..                                                 ...             ...   \n",
       "795         ['WebRTC', 'Vue', 'React', '框架设计', '框架开发']  20220727110607   \n",
       "796                                                 []  20220722163240   \n",
       "797  ['javascript', 'css3', 'react', 'vue', 'webpac...  20210127205707   \n",
       "798                                        ['Angular']  20220817112353   \n",
       "799  ['后端开发', 'Node.js', 'MVVM', 'MVC', 'Less', 'Sa...  20220114164958   \n",
       "\n",
       "                        职位          薪资      地区  是否top职位   工作年限    学历  公司融资情况  \\\n",
       "0                初级前端开发工程师        4-6k      广州    False   1-3年  统招本科     NaN   \n",
       "1               WEB前端开发工程师  10-15k·13薪  广州-海珠区    False   3-5年  统招本科     NaN   \n",
       "2       前端开发工程师 (MJ000397)  15-25k·15薪  广州-黄埔区    False  5-10年  统招本科     NaN   \n",
       "3          前端开发工程师-五险一金13薪  15-22k·13薪  广州-天河区    False   1-3年  统招本科     NaN   \n",
       "4          前端开发工程师-五险一金13薪  15-22k·13薪  广州-番禺区    False   1-3年  统招本科     NaN   \n",
       "..                     ...         ...     ...      ...    ...   ...     ...   \n",
       "795             中高级前端开发工程师      10-20k  广州-天河区    False   3-5年    本科     NaN   \n",
       "796  中级前端开发工程师(TypeScript)  12-18k·20薪      广州    False   3-5年  统招本科     NaN   \n",
       "797             WEB前端开发工程师  20-25k·16薪      广州    False   3-5年    本科  沪深A股上市   \n",
       "798             WEB前端开发工程师      16-21k  广州-海珠区    False  5-10年    大专     已上市   \n",
       "799             WEB前端开发工程师      10-22k  广州-天河区    False   3-5年    本科      B轮   \n",
       "\n",
       "             公司名称        行业           规模  \n",
       "0        蚁米控股有限公司       区块链     100-499人  \n",
       "1    南京制典网络科技有限公司     计算机软件        1-49人  \n",
       "2            三晶电气   电气机械/器材     500-999人  \n",
       "3            前海豆米       互联网          NaN  \n",
       "4            前海豆米       互联网          NaN  \n",
       "..            ...       ...          ...  \n",
       "795          广州南天     计算机软件   1000-2000人  \n",
       "796    中国联通广东省分公司  运营商/增值服务     10000人以上  \n",
       "797          视源股份     计算机软件  5000-10000人  \n",
       "798          法本信息      IT服务     10000人以上  \n",
       "799  广州千鸟电商科技有限公司       互联网     100-499人  \n",
       "\n",
       "[800 rows x 12 columns]"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# columns 重命名\n",
    "df_PM_gz = df_PM_gz.rename(columns={\n",
    "    'job.labels':'职位标签',\n",
    "    'job.refreshTime':'职位更新时间',\n",
    "    'job.title':'职位',\n",
    "    'job.salary':'薪资',\n",
    "    'job.dq':'地区',\n",
    "    'job.topJob':'是否top职位',\n",
    "    'job.requireWorkYears':'工作年限',\n",
    "    'job.requireEduLevel':'学历',\n",
    "    'comp.compStage':'公司融资情况',\n",
    "    'comp.compName':'公司名称',\n",
    "    'comp.compIndustry':'行业',\n",
    "    'comp.compScale':'规模'\n",
    "})\n",
    "df_PM_gz"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "30412be8",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>职位标签</th>\n",
       "      <th>职位更新时间</th>\n",
       "      <th>职位</th>\n",
       "      <th>薪资</th>\n",
       "      <th>地区</th>\n",
       "      <th>是否top职位</th>\n",
       "      <th>工作年限</th>\n",
       "      <th>学历</th>\n",
       "      <th>公司融资情况</th>\n",
       "      <th>公司名称</th>\n",
       "      <th>行业</th>\n",
       "      <th>规模</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>['前端开发', 'ElementUI', 'uni-app', '后端开发', 'HTML...</td>\n",
       "      <td>20230531134003</td>\n",
       "      <td>初级前端开发工程师</td>\n",
       "      <td>4-6k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>蚁米控股有限公司</td>\n",
       "      <td>区块链</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>['前端开发', '架构设计', 'Vue', '移动开发', 'Node.js', 'HT...</td>\n",
       "      <td>20230526164951</td>\n",
       "      <td>WEB前端开发工程师</td>\n",
       "      <td>10-15k·13薪</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>南京制典网络科技有限公司</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>1-49人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>['前端开发']</td>\n",
       "      <td>20230120235144</td>\n",
       "      <td>前端开发工程师 (MJ000397)</td>\n",
       "      <td>15-25k·15薪</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>三晶电气</td>\n",
       "      <td>电气机械/器材</td>\n",
       "      <td>500-999人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>['前端开发', '界面开发', 'React', 'jQuery', 'CSS', 'HT...</td>\n",
       "      <td>20230531105848</td>\n",
       "      <td>前端开发工程师-五险一金13薪</td>\n",
       "      <td>15-22k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>前海豆米</td>\n",
       "      <td>互联网</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>['前端开发', '界面开发', 'React', 'jQuery', 'CSS', 'HT...</td>\n",
       "      <td>20230531105848</td>\n",
       "      <td>前端开发工程师-五险一金13薪</td>\n",
       "      <td>15-22k·13薪</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>False</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>前海豆米</td>\n",
       "      <td>互联网</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>795</th>\n",
       "      <td>['WebRTC', 'Vue', 'React', '框架设计', '框架开发']</td>\n",
       "      <td>20220727110607</td>\n",
       "      <td>中高级前端开发工程师</td>\n",
       "      <td>10-20k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>广州南天</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>1000-2000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>796</th>\n",
       "      <td>[]</td>\n",
       "      <td>20220722163240</td>\n",
       "      <td>中级前端开发工程师(TypeScript)</td>\n",
       "      <td>12-18k·20薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>中国联通广东省分公司</td>\n",
       "      <td>运营商/增值服务</td>\n",
       "      <td>10000人以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>797</th>\n",
       "      <td>['javascript', 'css3', 'react', 'vue', 'webpac...</td>\n",
       "      <td>20210127205707</td>\n",
       "      <td>WEB前端开发工程师</td>\n",
       "      <td>20-25k·16薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>沪深A股上市</td>\n",
       "      <td>视源股份</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>5000-10000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>798</th>\n",
       "      <td>['Angular']</td>\n",
       "      <td>20220817112353</td>\n",
       "      <td>WEB前端开发工程师</td>\n",
       "      <td>16-21k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>大专</td>\n",
       "      <td>已上市</td>\n",
       "      <td>法本信息</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>10000人以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>799</th>\n",
       "      <td>['后端开发', 'Node.js', 'MVVM', 'MVC', 'Less', 'Sa...</td>\n",
       "      <td>20220114164958</td>\n",
       "      <td>WEB前端开发工程师</td>\n",
       "      <td>10-22k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>B轮</td>\n",
       "      <td>广州千鸟电商科技有限公司</td>\n",
       "      <td>互联网</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>790 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                  职位标签          职位更新时间  \\\n",
       "0    ['前端开发', 'ElementUI', 'uni-app', '后端开发', 'HTML...  20230531134003   \n",
       "1    ['前端开发', '架构设计', 'Vue', '移动开发', 'Node.js', 'HT...  20230526164951   \n",
       "2                                             ['前端开发']  20230120235144   \n",
       "3    ['前端开发', '界面开发', 'React', 'jQuery', 'CSS', 'HT...  20230531105848   \n",
       "4    ['前端开发', '界面开发', 'React', 'jQuery', 'CSS', 'HT...  20230531105848   \n",
       "..                                                 ...             ...   \n",
       "795         ['WebRTC', 'Vue', 'React', '框架设计', '框架开发']  20220727110607   \n",
       "796                                                 []  20220722163240   \n",
       "797  ['javascript', 'css3', 'react', 'vue', 'webpac...  20210127205707   \n",
       "798                                        ['Angular']  20220817112353   \n",
       "799  ['后端开发', 'Node.js', 'MVVM', 'MVC', 'Less', 'Sa...  20220114164958   \n",
       "\n",
       "                        职位          薪资      地区  是否top职位   工作年限    学历  公司融资情况  \\\n",
       "0                初级前端开发工程师        4-6k      广州    False   1-3年  统招本科     NaN   \n",
       "1               WEB前端开发工程师  10-15k·13薪  广州-海珠区    False   3-5年  统招本科     NaN   \n",
       "2       前端开发工程师 (MJ000397)  15-25k·15薪  广州-黄埔区    False  5-10年  统招本科     NaN   \n",
       "3          前端开发工程师-五险一金13薪  15-22k·13薪  广州-天河区    False   1-3年  统招本科     NaN   \n",
       "4          前端开发工程师-五险一金13薪  15-22k·13薪  广州-番禺区    False   1-3年  统招本科     NaN   \n",
       "..                     ...         ...     ...      ...    ...   ...     ...   \n",
       "795             中高级前端开发工程师      10-20k  广州-天河区    False   3-5年    本科     NaN   \n",
       "796  中级前端开发工程师(TypeScript)  12-18k·20薪      广州    False   3-5年  统招本科     NaN   \n",
       "797             WEB前端开发工程师  20-25k·16薪      广州    False   3-5年    本科  沪深A股上市   \n",
       "798             WEB前端开发工程师      16-21k  广州-海珠区    False  5-10年    大专     已上市   \n",
       "799             WEB前端开发工程师      10-22k  广州-天河区    False   3-5年    本科      B轮   \n",
       "\n",
       "             公司名称        行业           规模  \n",
       "0        蚁米控股有限公司       区块链     100-499人  \n",
       "1    南京制典网络科技有限公司     计算机软件        1-49人  \n",
       "2            三晶电气   电气机械/器材     500-999人  \n",
       "3            前海豆米       互联网          NaN  \n",
       "4            前海豆米       互联网          NaN  \n",
       "..            ...       ...          ...  \n",
       "795          广州南天     计算机软件   1000-2000人  \n",
       "796    中国联通广东省分公司  运营商/增值服务     10000人以上  \n",
       "797          视源股份     计算机软件  5000-10000人  \n",
       "798          法本信息      IT服务     10000人以上  \n",
       "799  广州千鸟电商科技有限公司       互联网     100-499人  \n",
       "\n",
       "[790 rows x 12 columns]"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "非薪资面议 = df_PM_gz [ ~df_PM_gz['薪资'].str.contains(\"面议|元/天\")]\n",
    "非薪资面议"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "18d53ef0",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[['4-6k'],\n",
       " ['10-15k', '13'],\n",
       " ['15-25k', '15'],\n",
       " ['15-22k', '13'],\n",
       " ['15-22k', '13'],\n",
       " ['10-15k'],\n",
       " ['7-15k', '13'],\n",
       " ['15-25k', '14'],\n",
       " ['8-12k'],\n",
       " ['13-20k', '13'],\n",
       " ['15-30k'],\n",
       " ['10-15k'],\n",
       " ['15-23k'],\n",
       " ['12-20k'],\n",
       " ['8-18k'],\n",
       " ['25-35k', '13'],\n",
       " ['15-25k', '13'],\n",
       " ['25-30k', '14'],\n",
       " ['8-12k'],\n",
       " ['14-15k'],\n",
       " ['13-21k', '13'],\n",
       " ['15-30k'],\n",
       " ['15-25k'],\n",
       " ['6-11k'],\n",
       " ['12-15k', '13'],\n",
       " ['3-5k'],\n",
       " ['15-25k', '16'],\n",
       " ['10-15k'],\n",
       " ['10-15k'],\n",
       " ['10-18k', '13'],\n",
       " ['10-20k'],\n",
       " ['15-22k', '13'],\n",
       " ['12-16k'],\n",
       " ['4-6k', '13'],\n",
       " ['10-20k', '13'],\n",
       " ['15-25k', '15'],\n",
       " ['12-15k'],\n",
       " ['15-25k', '15'],\n",
       " ['18-45k'],\n",
       " ['14-18k'],\n",
       " ['18-23k'],\n",
       " ['8-10k'],\n",
       " ['8-12k'],\n",
       " ['16-23k', '14'],\n",
       " ['16-23k', '14'],\n",
       " ['16-23k', '13'],\n",
       " ['16-23k', '13'],\n",
       " ['16-23k', '13'],\n",
       " ['16-23k', '13'],\n",
       " ['16-23k', '13'],\n",
       " ['16-23k', '13'],\n",
       " ['16-26k', '13'],\n",
       " ['16-26k', '13'],\n",
       " ['16-23k', '13'],\n",
       " ['16-23k', '13'],\n",
       " ['16-23k', '13'],\n",
       " ['16-23k', '13'],\n",
       " ['16-23k', '14'],\n",
       " ['16-23k', '14'],\n",
       " ['12-20k'],\n",
       " ['12-18k'],\n",
       " ['17-25k', '15'],\n",
       " ['40-60k', '15'],\n",
       " ['15-20k'],\n",
       " ['15-25k', '13'],\n",
       " ['8-12k'],\n",
       " ['12-23k', '14'],\n",
       " ['15-20k'],\n",
       " ['10-18k'],\n",
       " ['10-20k'],\n",
       " ['20-35k', '13'],\n",
       " ['20-35k'],\n",
       " ['20-26k'],\n",
       " ['10-15k', '14'],\n",
       " ['16-20k', '13'],\n",
       " ['10-20k'],\n",
       " ['30-45k', '13'],\n",
       " ['15-25k'],\n",
       " ['10-15k'],\n",
       " ['15-30k', '16'],\n",
       " ['20-30k', '14'],\n",
       " ['20-40k', '14'],\n",
       " ['15-20k'],\n",
       " ['15-26k', '13'],\n",
       " ['15-25k', '14'],\n",
       " ['10-15k'],\n",
       " ['18-25k'],\n",
       " ['14-20k'],\n",
       " ['20-40k'],\n",
       " ['8-16k'],\n",
       " ['25-55k', '18'],\n",
       " ['25-50k', '13'],\n",
       " ['30-40k', '16'],\n",
       " ['8-12k'],\n",
       " ['14-23k', '13'],\n",
       " ['13-20k'],\n",
       " ['15-35k'],\n",
       " ['25-40k', '15'],\n",
       " ['8-12k'],\n",
       " ['8-13k'],\n",
       " ['15-18k'],\n",
       " ['13-20k'],\n",
       " ['20-30k'],\n",
       " ['7-10k'],\n",
       " ['15-27k'],\n",
       " ['13-20k'],\n",
       " ['20-40k'],\n",
       " ['10-15k'],\n",
       " ['35-50k', '13'],\n",
       " ['8-13k'],\n",
       " ['8-13k'],\n",
       " ['26-50k'],\n",
       " ['12-25k', '13'],\n",
       " ['20-30k'],\n",
       " ['8-16k'],\n",
       " ['15-20k', '13'],\n",
       " ['11-18k', '13'],\n",
       " ['12-20k'],\n",
       " ['10-15k'],\n",
       " ['10-18k'],\n",
       " ['10-20k'],\n",
       " ['13-25k'],\n",
       " ['15-20k'],\n",
       " ['25-50k'],\n",
       " ['10-19k'],\n",
       " ['17-21k'],\n",
       " ['8-15k'],\n",
       " ['10-25k', '13'],\n",
       " ['8-12k'],\n",
       " ['30-55k'],\n",
       " ['15-20k', '15'],\n",
       " ['15-18k'],\n",
       " ['20-30k'],\n",
       " ['15-20k'],\n",
       " ['15-25k'],\n",
       " ['11-20k', '13'],\n",
       " ['15-20k'],\n",
       " ['15-18k', '13'],\n",
       " ['10-15k', '13'],\n",
       " ['12-20k'],\n",
       " ['18-25k', '13'],\n",
       " ['6-8k'],\n",
       " ['10-15k', '13'],\n",
       " ['30-60k'],\n",
       " ['15-25k'],\n",
       " ['25-40k', '13'],\n",
       " ['20-30k'],\n",
       " ['8-12k'],\n",
       " ['20-30k', '15'],\n",
       " ['18-30k'],\n",
       " ['30-50k'],\n",
       " ['15-25k'],\n",
       " ['14-20k'],\n",
       " ['25-35k', '14'],\n",
       " ['18-26k', '14'],\n",
       " ['15-30k', '14'],\n",
       " ['7-8k'],\n",
       " ['7-12k'],\n",
       " ['19-28k', '13'],\n",
       " ['10-20k', '13'],\n",
       " ['12-20k'],\n",
       " ['10-15k'],\n",
       " ['19-30k', '13'],\n",
       " ['11-18k', '14'],\n",
       " ['30-60k'],\n",
       " ['18-30k'],\n",
       " ['15-25k'],\n",
       " ['20-30k', '14'],\n",
       " ['20-25k', '13'],\n",
       " ['9-14k'],\n",
       " ['11-14k', '13'],\n",
       " ['8-15k'],\n",
       " ['11-15k'],\n",
       " ['10-15k'],\n",
       " ['12-23k', '13'],\n",
       " ['17-30k'],\n",
       " ['18-35k', '13'],\n",
       " ['15-25k', '13'],\n",
       " ['20-25k'],\n",
       " ['14-18k'],\n",
       " ['15-25k', '13'],\n",
       " ['20-40k'],\n",
       " ['13-20k', '13'],\n",
       " ['11-17k'],\n",
       " ['10-15k', '13'],\n",
       " ['10-15k'],\n",
       " ['8-13k'],\n",
       " ['10-24k', '18'],\n",
       " ['10-18k'],\n",
       " ['15-25k'],\n",
       " ['20-28k'],\n",
       " ['20-30k'],\n",
       " ['10-20k'],\n",
       " ['9-14k'],\n",
       " ['15-20k'],\n",
       " ['10-15k'],\n",
       " ['12-18k', '13'],\n",
       " ['10-15k'],\n",
       " ['16-21k'],\n",
       " ['15-20k', '13'],\n",
       " ['10-15k'],\n",
       " ['15-20k'],\n",
       " ['10-18k'],\n",
       " ['26-40k'],\n",
       " ['18-25k', '14'],\n",
       " ['14-27k', '14'],\n",
       " ['6-8k'],\n",
       " ['13-20k'],\n",
       " ['25-35k', '13'],\n",
       " ['10-13k'],\n",
       " ['9-14k'],\n",
       " ['10-15k'],\n",
       " ['20-40k', '15'],\n",
       " ['10-13k'],\n",
       " ['15-25k'],\n",
       " ['18-25k'],\n",
       " ['12-20k'],\n",
       " ['20-25k'],\n",
       " ['15-25k', '16'],\n",
       " ['16-24k'],\n",
       " ['18-26k'],\n",
       " ['13-25k', '13'],\n",
       " ['10-15k'],\n",
       " ['23-25k'],\n",
       " ['30-35k'],\n",
       " ['15-22k', '13'],\n",
       " ['12-15k'],\n",
       " ['20-30k', '20'],\n",
       " ['7-13k', '13'],\n",
       " ['15-30k'],\n",
       " ['10-20k', '13'],\n",
       " ['35-60k'],\n",
       " ['4-6k'],\n",
       " ['20-30k'],\n",
       " ['15-30k'],\n",
       " ['10-18k', '13'],\n",
       " ['15-25k'],\n",
       " ['15-30k'],\n",
       " ['5-8k'],\n",
       " ['8-10k'],\n",
       " ['11-20k'],\n",
       " ['8-12k'],\n",
       " ['6-10k'],\n",
       " ['8-16k'],\n",
       " ['5-9k'],\n",
       " ['17-23k', '13'],\n",
       " ['19-30k'],\n",
       " ['15-20k'],\n",
       " ['12-18k'],\n",
       " ['17-19k'],\n",
       " ['20-35k', '16'],\n",
       " ['3-8k'],\n",
       " ['10-20k'],\n",
       " ['10-15k'],\n",
       " ['14-20k', '14'],\n",
       " ['19-22k', '13'],\n",
       " ['26-35k', '13'],\n",
       " ['10-15k'],\n",
       " ['9-27k', '14'],\n",
       " ['23-27k'],\n",
       " ['15-26k', '13'],\n",
       " ['5-10k'],\n",
       " ['25-30k', '13'],\n",
       " ['15-20k'],\n",
       " ['12-20k'],\n",
       " ['10-15k'],\n",
       " ['12-20k'],\n",
       " ['5-10k'],\n",
       " ['15-25k', '13'],\n",
       " ['10-15k'],\n",
       " ['8-12k', '14'],\n",
       " ['11-20k'],\n",
       " ['9-13k', '13'],\n",
       " ['15-25k', '13'],\n",
       " ['8-15k', '14'],\n",
       " ['13-26k', '13'],\n",
       " ['9-14k'],\n",
       " ['8-18k'],\n",
       " ['10-15k'],\n",
       " ['6-10k'],\n",
       " ['15-25k', '16'],\n",
       " ['10-20k'],\n",
       " ['12-24k', '13'],\n",
       " ['12-18k'],\n",
       " ['30-60k'],\n",
       " ['14-16k'],\n",
       " ['10-15k'],\n",
       " ['10-15k'],\n",
       " ['12-15k'],\n",
       " ['12-15k'],\n",
       " ['11-16k', '14'],\n",
       " ['7-10k'],\n",
       " ['25-45k'],\n",
       " ['12-20k', '14'],\n",
       " ['5-10k'],\n",
       " ['8-16k'],\n",
       " ['8-15k'],\n",
       " ['12-20k'],\n",
       " ['12-18k'],\n",
       " ['18-25k'],\n",
       " ['7-10k'],\n",
       " ['25-40k', '16'],\n",
       " ['13-22k', '13'],\n",
       " ['15-18k'],\n",
       " ['15-30k'],\n",
       " ['30-60k', '24'],\n",
       " ['18-35k'],\n",
       " ['8-10k'],\n",
       " ['15-22k'],\n",
       " ['40-50k', '15'],\n",
       " ['190-300k'],\n",
       " ['15-25k', '14'],\n",
       " ['20-25k', '18'],\n",
       " ['20-30k', '16'],\n",
       " ['25-35k', '13'],\n",
       " ['20-30k'],\n",
       " ['35-60k'],\n",
       " ['13-20k'],\n",
       " ['10-18k'],\n",
       " ['20-40k'],\n",
       " ['10-18k'],\n",
       " ['15-20k', '13'],\n",
       " ['16-25k', '13'],\n",
       " ['8-12k'],\n",
       " ['10-15k'],\n",
       " ['8-15k'],\n",
       " ['18-25k', '16'],\n",
       " ['10-15k'],\n",
       " ['10-15k'],\n",
       " ['10-15k', '13'],\n",
       " ['13-25k', '13'],\n",
       " ['8-14k'],\n",
       " ['10-15k'],\n",
       " ['12-20k'],\n",
       " ['13-17k'],\n",
       " ['12-23k'],\n",
       " ['9-15k', '13'],\n",
       " ['30-40k'],\n",
       " ['6-12k'],\n",
       " ['8-13k', '13'],\n",
       " ['6-10k'],\n",
       " ['22-30k', '13'],\n",
       " ['5-9k'],\n",
       " ['12-15k'],\n",
       " ['15-28k'],\n",
       " ['20-40k', '14'],\n",
       " ['20-22k', '13'],\n",
       " ['8-12k', '13'],\n",
       " ['15-25k', '13'],\n",
       " ['19-30k', '13'],\n",
       " ['18-35k'],\n",
       " ['3-4k'],\n",
       " ['8-12k'],\n",
       " ['10-15k'],\n",
       " ['14-23k'],\n",
       " ['15-25k'],\n",
       " ['10-20k'],\n",
       " ['10-15k', '13'],\n",
       " ['20-35k'],\n",
       " ['30-60k'],\n",
       " ['20-40k', '14'],\n",
       " ['12-15k'],\n",
       " ['7-12k'],\n",
       " ['30-60k', '15'],\n",
       " ['20-28k'],\n",
       " ['12-24k', '16'],\n",
       " ['16-25k', '13'],\n",
       " ['10-15k'],\n",
       " ['8-10k'],\n",
       " ['13-18k', '13'],\n",
       " ['20-30k'],\n",
       " ['11-18k'],\n",
       " ['7-12k', '13'],\n",
       " ['15-25k'],\n",
       " ['25-40k'],\n",
       " ['18-35k'],\n",
       " ['20-35k', '13'],\n",
       " ['15-23k', '15'],\n",
       " ['18-28k', '13'],\n",
       " ['10-20k'],\n",
       " ['9-16k', '18'],\n",
       " ['15-25k'],\n",
       " ['12-18k'],\n",
       " ['9-14k'],\n",
       " ['10-20k'],\n",
       " ['20-50k'],\n",
       " ['35-60k', '14'],\n",
       " ['15-22k'],\n",
       " ['9-14k'],\n",
       " ['19-24k', '13'],\n",
       " ['3-4k'],\n",
       " ['25-45k', '14'],\n",
       " ['5-6k'],\n",
       " ['10-15k', '13'],\n",
       " ['5-8k'],\n",
       " ['15-22k'],\n",
       " ['18-35k'],\n",
       " ['10-20k', '18'],\n",
       " ['18-30k'],\n",
       " ['8-13k'],\n",
       " ['13-25k'],\n",
       " ['10-15k'],\n",
       " ['10-15k'],\n",
       " ['8-13k', '15'],\n",
       " ['7-14k'],\n",
       " ['15-28k'],\n",
       " ['18-25k'],\n",
       " ['25-38k'],\n",
       " ['10-15k'],\n",
       " ['8-13k'],\n",
       " ['15-30k', '14'],\n",
       " ['16-28k', '14'],\n",
       " ['35-50k', '13'],\n",
       " ['9-15k'],\n",
       " ['10-20k', '13'],\n",
       " ['20-30k'],\n",
       " ['12-20k', '13'],\n",
       " ['10-15k'],\n",
       " ['30-40k', '14'],\n",
       " ['8-12k'],\n",
       " ['25-40k', '13'],\n",
       " ['8-10k'],\n",
       " ['13-18k'],\n",
       " ['10-20k'],\n",
       " ['13-20k', '13'],\n",
       " ['8-15k', '13'],\n",
       " ['10-20k'],\n",
       " ['15-30k'],\n",
       " ['13-26k'],\n",
       " ['6-8k'],\n",
       " ['13-18k'],\n",
       " ['13-16k'],\n",
       " ['15-23k', '15'],\n",
       " ['10-18k'],\n",
       " ['15-30k'],\n",
       " ['12-18k'],\n",
       " ['11-20k'],\n",
       " ['8-16k'],\n",
       " ['10-15k'],\n",
       " ['12-20k'],\n",
       " ['20-35k', '14'],\n",
       " ['12-20k', '16'],\n",
       " ['10-15k'],\n",
       " ['14-17k'],\n",
       " ['20-35k', '15'],\n",
       " ['15-22k'],\n",
       " ['10-15k'],\n",
       " ['18-26k'],\n",
       " ['12-25k', '13'],\n",
       " ['10-15k'],\n",
       " ['10-15k'],\n",
       " ['30-55k', '18'],\n",
       " ['16-23k'],\n",
       " ['10-20k'],\n",
       " ['20-40k', '16'],\n",
       " ['18-25k', '16'],\n",
       " ['10-18k'],\n",
       " ['13-18k'],\n",
       " ['12-22k'],\n",
       " ['15-22k', '13'],\n",
       " ['10-20k'],\n",
       " ['10-15k'],\n",
       " ['20-35k', '14'],\n",
       " ['10-15k', '15'],\n",
       " ['18-28k'],\n",
       " ['10-18k', '13'],\n",
       " ['13-22k', '13'],\n",
       " ['6-10k'],\n",
       " ['8-12k'],\n",
       " ['20-30k', '14'],\n",
       " ['11-18k'],\n",
       " ['20-30k'],\n",
       " ['12-14k', '18'],\n",
       " ['20-40k', '15'],\n",
       " ['10-15k'],\n",
       " ['20-35k'],\n",
       " ['20-35k', '13'],\n",
       " ['15-30k'],\n",
       " ['8-12k'],\n",
       " ['8-11k'],\n",
       " ['7-12k'],\n",
       " ['8-10k'],\n",
       " ['8-10k'],\n",
       " ['8-15k', '13'],\n",
       " ['11-13k'],\n",
       " ['8-16k'],\n",
       " ['15-22k', '16'],\n",
       " ['12-16k'],\n",
       " ['10-14k'],\n",
       " ['15-25k', '13'],\n",
       " ['14-15k'],\n",
       " ['35-70k'],\n",
       " ['19-24k'],\n",
       " ['9-15k'],\n",
       " ['17-25k'],\n",
       " ['12-18k'],\n",
       " ['20-40k', '14'],\n",
       " ['10-15k', '14'],\n",
       " ['15-19k', '13'],\n",
       " ['8-12k'],\n",
       " ['7-12k'],\n",
       " ['15-18k'],\n",
       " ['22-35k', '14'],\n",
       " ['6-8k'],\n",
       " ['10-15k'],\n",
       " ['8-12k'],\n",
       " ['10-18k'],\n",
       " ['15-25k', '13'],\n",
       " ['10-23k'],\n",
       " ['15-20k'],\n",
       " ['15-20k'],\n",
       " ['10-14k', '13'],\n",
       " ['8-12k', '13'],\n",
       " ['10-15k'],\n",
       " ['7-9k'],\n",
       " ['2-3k'],\n",
       " ['14-18k'],\n",
       " ['14-19k', '13'],\n",
       " ['13-20k'],\n",
       " ['8-12k', '14'],\n",
       " ['8-9k'],\n",
       " ['2-3k', '16'],\n",
       " ['8-15k'],\n",
       " ['15-25k', '13'],\n",
       " ['12-15k'],\n",
       " ['15-25k'],\n",
       " ['10-20k', '13'],\n",
       " ['15-30k'],\n",
       " ['40-65k'],\n",
       " ['13-17k'],\n",
       " ['15-30k', '14'],\n",
       " ['8-12k'],\n",
       " ['12-18k'],\n",
       " ['20-35k', '15'],\n",
       " ['10-15k', '13'],\n",
       " ['12-18k', '13'],\n",
       " ['10-16k'],\n",
       " ['10-15k'],\n",
       " ['15-20k'],\n",
       " ['10-15k'],\n",
       " ['7-12k', '14'],\n",
       " ['8-15k', '13'],\n",
       " ['8-11k'],\n",
       " ['15-20k'],\n",
       " ['15-25k', '14'],\n",
       " ['1-2k'],\n",
       " ['15-20k', '13'],\n",
       " ['9-14k'],\n",
       " ['22-27k'],\n",
       " ['10-15k'],\n",
       " ['15-25k', '13'],\n",
       " ['10-15k'],\n",
       " ['15-25k'],\n",
       " ['10-15k', '14'],\n",
       " ['12-15k'],\n",
       " ['6-10k'],\n",
       " ['7-12k'],\n",
       " ['8-12k'],\n",
       " ['30-45k', '14'],\n",
       " ['35-50k', '13'],\n",
       " ['15-40k', '14'],\n",
       " ['10-15k'],\n",
       " ['8-12k', '14'],\n",
       " ['20-30k', '13'],\n",
       " ['9-17k'],\n",
       " ['9-13k', '13'],\n",
       " ['17-28k'],\n",
       " ['12-20k'],\n",
       " ['10-15k'],\n",
       " ['12-20k', '13'],\n",
       " ['8-11k'],\n",
       " ['5-10k'],\n",
       " ['11-16k'],\n",
       " ['10-17k', '16'],\n",
       " ['15-30k'],\n",
       " ['6-12k'],\n",
       " ['10-18k'],\n",
       " ['10-15k'],\n",
       " ['8-12k', '14'],\n",
       " ['12-20k'],\n",
       " ['20-28k'],\n",
       " ['19-30k', '13'],\n",
       " ['25-35k'],\n",
       " ['20-50k', '15'],\n",
       " ['10-15k'],\n",
       " ['8-10k'],\n",
       " ['18-35k'],\n",
       " ['15-30k'],\n",
       " ['14-15k'],\n",
       " ['20-30k'],\n",
       " ['15-30k'],\n",
       " ['6-10k'],\n",
       " ['12-16k'],\n",
       " ['15-30k', '14'],\n",
       " ['10-15k'],\n",
       " ['18-25k'],\n",
       " ['15-30k'],\n",
       " ['18-25k', '14'],\n",
       " ['10-15k'],\n",
       " ['20-40k', '15'],\n",
       " ['17-20k', '16'],\n",
       " ['10-15k'],\n",
       " ['15-25k'],\n",
       " ['15-25k'],\n",
       " ['11-16k'],\n",
       " ['20-35k', '13'],\n",
       " ['14-15k'],\n",
       " ['10-20k'],\n",
       " ['10-15k'],\n",
       " ['10-15k'],\n",
       " ['15-25k'],\n",
       " ['10-20k'],\n",
       " ['30-15k', '15'],\n",
       " ['20-28k'],\n",
       " ['15-35k', '13'],\n",
       " ['10-15k'],\n",
       " ['10-15k', '13'],\n",
       " ['15-25k', '15'],\n",
       " ['35-50k'],\n",
       " ['10-15k'],\n",
       " ['7-9k'],\n",
       " ['15-25k'],\n",
       " ['12-18k', '13'],\n",
       " ['5-10k', '14'],\n",
       " ['10-15k'],\n",
       " ['20-25k', '15'],\n",
       " ['15-20k', '13'],\n",
       " ['12-18k'],\n",
       " ['9-13k'],\n",
       " ['11-20k'],\n",
       " ['8-10k'],\n",
       " ['8-13k', '13'],\n",
       " ['12-20k'],\n",
       " ['12-20k', '13'],\n",
       " ['20-40k', '13'],\n",
       " ['12-15k'],\n",
       " ['30-40k'],\n",
       " ['15-20k', '14'],\n",
       " ['6-15k'],\n",
       " ['8-12k'],\n",
       " ['10-18k'],\n",
       " ['20-35k'],\n",
       " ['12-17k', '13'],\n",
       " ['20-30k', '13'],\n",
       " ['20-40k', '15'],\n",
       " ['8-10k', '13'],\n",
       " ['15-22k'],\n",
       " ['10-15k'],\n",
       " ['10-15k'],\n",
       " ['5-10k'],\n",
       " ['13-18k', '15'],\n",
       " ['13-20k'],\n",
       " ['10-15k'],\n",
       " ['16-30k', '14'],\n",
       " ['15-20k', '14'],\n",
       " ['30-45k'],\n",
       " ['15-20k'],\n",
       " ['14-16k'],\n",
       " ['10-15k'],\n",
       " ['8-15k'],\n",
       " ['10-15k'],\n",
       " ['8-15k'],\n",
       " ['16-25k', '13'],\n",
       " ['13-15k'],\n",
       " ['11-18k'],\n",
       " ['20-30k'],\n",
       " ['16-22k'],\n",
       " ['10-20k'],\n",
       " ['17-25k'],\n",
       " ['14-18k', '14'],\n",
       " ['15-23k'],\n",
       " ['8-11k'],\n",
       " ['16-25k'],\n",
       " ['12-25k', '13'],\n",
       " ['15-25k'],\n",
       " ['9-15k'],\n",
       " ['15-25k', '13'],\n",
       " ['20-25k'],\n",
       " ['15-25k', '13'],\n",
       " ['16-18k'],\n",
       " ['5-6k'],\n",
       " ['10-15k', '13'],\n",
       " ['12-24k'],\n",
       " ['10-15k'],\n",
       " ['14-20k'],\n",
       " ['10-15k'],\n",
       " ['10-16k'],\n",
       " ['10-15k', '13'],\n",
       " ['12-15k'],\n",
       " ['9-20k'],\n",
       " ['8-12k'],\n",
       " ['15-28k'],\n",
       " ['12-15k', '13'],\n",
       " ['10-15k'],\n",
       " ['15-25k'],\n",
       " ['20-28k'],\n",
       " ['11-17k'],\n",
       " ['12-20k', '13'],\n",
       " ['11-16k'],\n",
       " ['12-24k', '15'],\n",
       " ['16-24k'],\n",
       " ['10-15k'],\n",
       " ['10-15k'],\n",
       " ['9-13k', '18'],\n",
       " ['20-40k', '15'],\n",
       " ['15-22k', '13'],\n",
       " ['8-15k'],\n",
       " ['11-13k'],\n",
       " ['10-15k'],\n",
       " ['20-30k'],\n",
       " ['10-20k'],\n",
       " ['15-25k', '14'],\n",
       " ['9-14k'],\n",
       " ['6-9k'],\n",
       " ['6-11k', '13'],\n",
       " ['13-22k', '15'],\n",
       " ['18-30k', '13'],\n",
       " ['10-15k'],\n",
       " ['20-25k'],\n",
       " ['16-23k', '14'],\n",
       " ['15-20k', '13'],\n",
       " ['30-40k'],\n",
       " ['10-12k'],\n",
       " ['15-20k', '15'],\n",
       " ['10-15k', '13'],\n",
       " ['8-11k'],\n",
       " ['35-65k'],\n",
       " ['10-15k'],\n",
       " ['13-25k'],\n",
       " ['8-12k'],\n",
       " ['5-10k'],\n",
       " ['7-14k'],\n",
       " ['12-15k'],\n",
       " ['6-10k'],\n",
       " ['12-20k', '13'],\n",
       " ['30-40k', '15'],\n",
       " ['14-27k'],\n",
       " ['11-16k'],\n",
       " ['10-15k'],\n",
       " ['30-50k', '15'],\n",
       " ['11-20k'],\n",
       " ['20-40k'],\n",
       " ['15-20k', '14'],\n",
       " ['8-12k'],\n",
       " ['10-15k'],\n",
       " ['15-25k'],\n",
       " ['20-35k'],\n",
       " ['10-15k'],\n",
       " ['15-25k'],\n",
       " ['10-15k'],\n",
       " ['10-15k'],\n",
       " ['15-25k'],\n",
       " ['10-13k'],\n",
       " ['10-15k'],\n",
       " ['20-40k', '16'],\n",
       " ['8-12k'],\n",
       " ['10-14k'],\n",
       " ['25-35k', '14'],\n",
       " ['8-13k'],\n",
       " ['7-10k', '13'],\n",
       " ['15-30k', '14'],\n",
       " ['20-24k'],\n",
       " ['8-12k'],\n",
       " ['11-17k'],\n",
       " ['11-15k'],\n",
       " ['6-8k'],\n",
       " ['25-45k'],\n",
       " ['15-16k'],\n",
       " ['16-23k', '13'],\n",
       " ['9-15k'],\n",
       " ['25-30k'],\n",
       " ['12-17k', '14'],\n",
       " ['15-25k', '14'],\n",
       " ['13-17k', '14'],\n",
       " ['10-16k'],\n",
       " ['10-15k'],\n",
       " ['8-11k'],\n",
       " ['10-15k'],\n",
       " ['8-12k'],\n",
       " ['40-60k', '15'],\n",
       " ['10-15k'],\n",
       " ['20-30k', '13'],\n",
       " ['11-16k', '13'],\n",
       " ['8-12k'],\n",
       " ['20-35k', '13'],\n",
       " ['10-20k'],\n",
       " ['12-18k', '20'],\n",
       " ['20-25k', '16'],\n",
       " ['16-21k'],\n",
       " ['10-22k']]"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "非薪资面议_detail = 非薪资面议['薪资'].apply(lambda x:x.split('薪')[0].split('·')).tolist()\n",
    "非薪资面议_detail"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "e6004d3a",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "13.541666666666666"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(10+15)/2*13/12"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "6296b488",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "平均薪资 = [ (int(i[0].split('-')[0]) +int(i[0].split('-')[1].split('k')[0]))/2    \\\n",
    " if len(i)==1 else round((int(i[0].split('-')[0]) +int(i[0].split('-')[1].split('k')[0]))/2*int(i[1])/12,1)     \\\n",
    " for i in 非薪资面议_detail        ] \n",
    "平均薪资"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "b7ee36c9",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "790"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(平均薪资)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "0bf7c61d",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-44-82e7b58097da>:1: SettingWithCopyWarning: \r\n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\r\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\r\n",
      "\r\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\r\n",
      "  非薪资面议['平均薪资']=平均薪资\r\n"
     ]
    }
   ],
   "source": [
    "非薪资面议['平均薪资']=平均薪资"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "7de0c864",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>['前端开发', '架构设计', 'Vue', '移动开发', 'Node.js', 'HT...</td>\n",
       "      <td>20230526164951</td>\n",
       "      <td>WEB前端开发工程师</td>\n",
       "      <td>10-15k·13薪</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>南京制典网络科技有限公司</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>13.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>['前端开发']</td>\n",
       "      <td>20230120235144</td>\n",
       "      <td>前端开发工程师 (MJ000397)</td>\n",
       "      <td>15-25k·15薪</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>三晶电气</td>\n",
       "      <td>电气机械/器材</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>25.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>['前端开发', '界面开发', 'React', 'jQuery', 'CSS', 'HT...</td>\n",
       "      <td>20230531105848</td>\n",
       "      <td>前端开发工程师-五险一金13薪</td>\n",
       "      <td>15-22k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>前海豆米</td>\n",
       "      <td>互联网</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>['前端开发', '界面开发', 'React', 'jQuery', 'CSS', 'HT...</td>\n",
       "      <td>20230531105848</td>\n",
       "      <td>前端开发工程师-五险一金13薪</td>\n",
       "      <td>15-22k·13薪</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>False</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>前海豆米</td>\n",
       "      <td>互联网</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>795</th>\n",
       "      <td>['WebRTC', 'Vue', 'React', '框架设计', '框架开发']</td>\n",
       "      <td>20220727110607</td>\n",
       "      <td>中高级前端开发工程师</td>\n",
       "      <td>10-20k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>广州南天</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>15.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>796</th>\n",
       "      <td>[]</td>\n",
       "      <td>20220722163240</td>\n",
       "      <td>中级前端开发工程师(TypeScript)</td>\n",
       "      <td>12-18k·20薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>中国联通广东省分公司</td>\n",
       "      <td>运营商/增值服务</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>25.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>797</th>\n",
       "      <td>['javascript', 'css3', 'react', 'vue', 'webpac...</td>\n",
       "      <td>20210127205707</td>\n",
       "      <td>WEB前端开发工程师</td>\n",
       "      <td>20-25k·16薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>沪深A股上市</td>\n",
       "      <td>视源股份</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>30.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>798</th>\n",
       "      <td>['Angular']</td>\n",
       "      <td>20220817112353</td>\n",
       "      <td>WEB前端开发工程师</td>\n",
       "      <td>16-21k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>大专</td>\n",
       "      <td>已上市</td>\n",
       "      <td>法本信息</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>18.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>799</th>\n",
       "      <td>['后端开发', 'Node.js', 'MVVM', 'MVC', 'Less', 'Sa...</td>\n",
       "      <td>20220114164958</td>\n",
       "      <td>WEB前端开发工程师</td>\n",
       "      <td>10-22k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>B轮</td>\n",
       "      <td>广州千鸟电商科技有限公司</td>\n",
       "      <td>互联网</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>16.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>790 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                  职位标签          职位更新时间  \\\n",
       "0    ['前端开发', 'ElementUI', 'uni-app', '后端开发', 'HTML...  20230531134003   \n",
       "1    ['前端开发', '架构设计', 'Vue', '移动开发', 'Node.js', 'HT...  20230526164951   \n",
       "2                                             ['前端开发']  20230120235144   \n",
       "3    ['前端开发', '界面开发', 'React', 'jQuery', 'CSS', 'HT...  20230531105848   \n",
       "4    ['前端开发', '界面开发', 'React', 'jQuery', 'CSS', 'HT...  20230531105848   \n",
       "..                                                 ...             ...   \n",
       "795         ['WebRTC', 'Vue', 'React', '框架设计', '框架开发']  20220727110607   \n",
       "796                                                 []  20220722163240   \n",
       "797  ['javascript', 'css3', 'react', 'vue', 'webpac...  20210127205707   \n",
       "798                                        ['Angular']  20220817112353   \n",
       "799  ['后端开发', 'Node.js', 'MVVM', 'MVC', 'Less', 'Sa...  20220114164958   \n",
       "\n",
       "                        职位          薪资      地区  是否top职位   工作年限    学历  公司融资情况  \\\n",
       "0                初级前端开发工程师        4-6k      广州    False   1-3年  统招本科     NaN   \n",
       "1               WEB前端开发工程师  10-15k·13薪  广州-海珠区    False   3-5年  统招本科     NaN   \n",
       "2       前端开发工程师 (MJ000397)  15-25k·15薪  广州-黄埔区    False  5-10年  统招本科     NaN   \n",
       "3          前端开发工程师-五险一金13薪  15-22k·13薪  广州-天河区    False   1-3年  统招本科     NaN   \n",
       "4          前端开发工程师-五险一金13薪  15-22k·13薪  广州-番禺区    False   1-3年  统招本科     NaN   \n",
       "..                     ...         ...     ...      ...    ...   ...     ...   \n",
       "795             中高级前端开发工程师      10-20k  广州-天河区    False   3-5年    本科     NaN   \n",
       "796  中级前端开发工程师(TypeScript)  12-18k·20薪      广州    False   3-5年  统招本科     NaN   \n",
       "797             WEB前端开发工程师  20-25k·16薪      广州    False   3-5年    本科  沪深A股上市   \n",
       "798             WEB前端开发工程师      16-21k  广州-海珠区    False  5-10年    大专     已上市   \n",
       "799             WEB前端开发工程师      10-22k  广州-天河区    False   3-5年    本科      B轮   \n",
       "\n",
       "             公司名称        行业           规模  平均薪资  \n",
       "0        蚁米控股有限公司       区块链     100-499人   5.0  \n",
       "1    南京制典网络科技有限公司     计算机软件        1-49人  13.5  \n",
       "2            三晶电气   电气机械/器材     500-999人  25.0  \n",
       "3            前海豆米       互联网          NaN  20.0  \n",
       "4            前海豆米       互联网          NaN  20.0  \n",
       "..            ...       ...          ...   ...  \n",
       "795          广州南天     计算机软件   1000-2000人  15.0  \n",
       "796    中国联通广东省分公司  运营商/增值服务     10000人以上  25.0  \n",
       "797          视源股份     计算机软件  5000-10000人  30.0  \n",
       "798          法本信息      IT服务     10000人以上  18.5  \n",
       "799  广州千鸟电商科技有限公司       互联网     100-499人  16.0  \n",
       "\n",
       "[790 rows x 13 columns]"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "非薪资面议"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "5a723ae3",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>平均薪资</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>地区</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>广州</th>\n",
       "      <td>15.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广州-南沙区</th>\n",
       "      <td>15.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广州-增城区</th>\n",
       "      <td>11.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广州-天河区</th>\n",
       "      <td>16.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广州-海珠区</th>\n",
       "      <td>20.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广州-番禺区</th>\n",
       "      <td>18.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广州-白云区</th>\n",
       "      <td>12.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广州-花都区</th>\n",
       "      <td>18.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广州-荔湾区</th>\n",
       "      <td>20.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广州-越秀区</th>\n",
       "      <td>17.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广州-黄埔区</th>\n",
       "      <td>17.90</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         平均薪资\n",
       "地区           \n",
       "广州      15.80\n",
       "广州-南沙区  15.00\n",
       "广州-增城区  11.25\n",
       "广州-天河区  16.00\n",
       "广州-海珠区  20.00\n",
       "广州-番禺区  18.70\n",
       "广州-白云区  12.50\n",
       "广州-花都区  18.80\n",
       "广州-荔湾区  20.55\n",
       "广州-越秀区  17.30\n",
       "广州-黄埔区  17.90"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 分地区平均薪资\n",
    "分地区_平均薪资 = 非薪资面议.groupby('地区').agg({'平均薪资':'median'})\n",
    "分地区_平均薪资"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "f260e86e",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[15.8, 15.0, 11.2, 16.0, 20.0, 18.7, 12.5, 18.8, 20.6, 17.3, 17.9]"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "分地区_平均薪资_values =  [round(i[0],1) for i in 分地区_平均薪资.values.tolist()]\n",
    "分地区_平均薪资_values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "23b5bf70",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['广州',\n",
       " '广州-南沙区',\n",
       " '广州-增城区',\n",
       " '广州-天河区',\n",
       " '广州-海珠区',\n",
       " '广州-番禺区',\n",
       " '广州-白云区',\n",
       " '广州-花都区',\n",
       " '广州-荔湾区',\n",
       " '广州-越秀区',\n",
       " '广州-黄埔区']"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "分地区_平均薪资_index = 分地区_平均薪资.index.tolist()\n",
    "分地区_平均薪资_index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "7144cf60",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import Bar\n",
    "from pyecharts.faker import Faker\n",
    "\n",
    "\n",
    "c = (\n",
    "    Bar()\n",
    "    .add_xaxis([i.split('-')[1] for i in 分地区_平均薪资_index[1:]])\n",
    "    .add_yaxis(\"地区\",分地区_平均薪资_values[1:])\n",
    "    .set_global_opts(\n",
    "        title_opts=opts.TitleOpts(title=\"PM-分地区-中位数薪资\"),\n",
    "        brush_opts=opts.BrushOpts(),\n",
    "    )\n",
    "    .render( key + \"_bar_with_brush_地区薪资中位数_\"+output_time+'.html')\n",
    ")\n",
    "# c.render_notebook()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "eea5da69",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>平均薪资</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>工作年限</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1-3年</th>\n",
       "      <td>14.059500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10年以上</th>\n",
       "      <td>33.533333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3-5年</th>\n",
       "      <td>19.207796</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5-10年</th>\n",
       "      <td>24.776543</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>一年以下</th>\n",
       "      <td>8.975000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>经验不限</th>\n",
       "      <td>24.028571</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            平均薪资\n",
       "工作年限            \n",
       "1-3年   14.059500\n",
       "10年以上  33.533333\n",
       "3-5年   19.207796\n",
       "5-10年  24.776543\n",
       "一年以下    8.975000\n",
       "经验不限   24.028571"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_year_salary = 非薪资面议.groupby('工作年限').agg({'平均薪资':'mean'})\n",
    "df_year_salary"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "2163b27f",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>平均薪资</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>工作年限</th>\n",
       "      <th>学历</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">1-3年</th>\n",
       "      <th>中专/中技</th>\n",
       "      <td>11.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>大专</th>\n",
       "      <td>10.879245</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>学历不限</th>\n",
       "      <td>11.460000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>本科</th>\n",
       "      <td>14.015556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>本科及以上</th>\n",
       "      <td>12.700000</td>\n",
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       "      <th>硕士</th>\n",
       "      <td>35.000000</td>\n",
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       "    <tr>\n",
       "      <th>统招本科</th>\n",
       "      <td>17.727660</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10年以上</th>\n",
       "      <th>统招本科</th>\n",
       "      <td>33.533333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"8\" valign=\"top\">3-5年</th>\n",
       "      <th>中专/中技</th>\n",
       "      <td>9.200000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>大专</th>\n",
       "      <td>14.053125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>学历不限</th>\n",
       "      <td>20.827273</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>本科</th>\n",
       "      <td>19.819162</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>本科及以上</th>\n",
       "      <td>23.566667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>硕士</th>\n",
       "      <td>34.620000</td>\n",
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       "    <tr>\n",
       "      <th>硕士及以上</th>\n",
       "      <td>35.833333</td>\n",
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       "      <th>统招本科</th>\n",
       "      <td>22.001205</td>\n",
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       "      <th rowspan=\"6\" valign=\"top\">5-10年</th>\n",
       "      <th>大专</th>\n",
       "      <td>18.055556</td>\n",
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       "    <tr>\n",
       "      <th>大专及以上</th>\n",
       "      <td>25.557143</td>\n",
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       "    <tr>\n",
       "      <th>学历不限</th>\n",
       "      <td>32.725000</td>\n",
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       "    <tr>\n",
       "      <th>本科</th>\n",
       "      <td>24.358442</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>本科及以上</th>\n",
       "      <td>28.950000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>统招本科</th>\n",
       "      <td>26.684615</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">一年以下</th>\n",
       "      <th>中专/中技</th>\n",
       "      <td>5.400000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>大专</th>\n",
       "      <td>7.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>学历不限</th>\n",
       "      <td>21.000000</td>\n",
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       "      <th>统招本科</th>\n",
       "      <td>2.500000</td>\n",
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       "      <th rowspan=\"7\" valign=\"top\">经验不限</th>\n",
       "      <th>大专</th>\n",
       "      <td>8.500000</td>\n",
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       "      <th>学历不限</th>\n",
       "      <td>21.725000</td>\n",
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       "      <th>本科</th>\n",
       "      <td>23.173684</td>\n",
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       "    <tr>\n",
       "      <th>本科及以上</th>\n",
       "      <td>42.900000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>硕士</th>\n",
       "      <td>25.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>硕士及以上</th>\n",
       "      <td>90.000000</td>\n",
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       "      <th>统招本科</th>\n",
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      "text/plain": [
       "                  平均薪资\n",
       "工作年限  学历              \n",
       "1-3年  中专/中技  11.500000\n",
       "      大专     10.879245\n",
       "      学历不限   11.460000\n",
       "      本科     14.015556\n",
       "      本科及以上  12.700000\n",
       "      硕士     35.000000\n",
       "      统招本科   17.727660\n",
       "10年以上 统招本科   33.533333\n",
       "3-5年  中专/中技   9.200000\n",
       "      大专     14.053125\n",
       "      学历不限   20.827273\n",
       "      本科     19.819162\n",
       "      本科及以上  23.566667\n",
       "      硕士     34.620000\n",
       "      硕士及以上  35.833333\n",
       "      统招本科   22.001205\n",
       "5-10年 大专     18.055556\n",
       "      大专及以上  25.557143\n",
       "      学历不限   32.725000\n",
       "      本科     24.358442\n",
       "      本科及以上  28.950000\n",
       "      统招本科   26.684615\n",
       "一年以下  中专/中技   5.400000\n",
       "      大专      7.000000\n",
       "      学历不限   21.000000\n",
       "      统招本科    2.500000\n",
       "经验不限  大专      8.500000\n",
       "      学历不限   21.725000\n",
       "      本科     23.173684\n",
       "      本科及以上  42.900000\n",
       "      硕士     25.000000\n",
       "      硕士及以上  90.000000\n",
       "      统招本科   21.969231"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 分工作时间和学历平均薪资\n",
    "df_year_edulevel =  非薪资面议.groupby(['工作年限','学历']).agg({'平均薪资':'mean'})\n",
    "df_year_edulevel"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "9e3d7c57",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>平均薪资</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>行业</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>IT服务</th>\n",
       "      <td>16.041463</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>专业技术服务</th>\n",
       "      <td>18.196875</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>云计算/大数据</th>\n",
       "      <td>15.560000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>互联网</th>\n",
       "      <td>20.374603</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>互联网/电商</th>\n",
       "      <td>25.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>运营商/增值服务</th>\n",
       "      <td>18.875000</td>\n",
       "    </tr>\n",
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       "      <th>通信设备</th>\n",
       "      <td>20.450000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>酒店/民宿</th>\n",
       "      <td>12.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>银行</th>\n",
       "      <td>23.050000</td>\n",
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       "    <tr>\n",
       "      <th>食品/饮料/酒水</th>\n",
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       "               平均薪资\n",
       "行业                 \n",
       "IT服务      16.041463\n",
       "专业技术服务    18.196875\n",
       "云计算/大数据   15.560000\n",
       "互联网       20.374603\n",
       "互联网/电商    25.000000\n",
       "...             ...\n",
       "运营商/增值服务  18.875000\n",
       "通信设备      20.450000\n",
       "酒店/民宿     12.500000\n",
       "银行        23.050000\n",
       "食品/饮料/酒水  16.333333\n",
       "\n",
       "[72 rows x 1 columns]"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 分行业\n",
    "df_industry = 非薪资面议.groupby('行业').agg({'平均薪资':'mean'})\n",
    "df_industry"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "b22612f0",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "with pd.ExcelWriter(key+'_'+output_time+'_.xlsx') as writer:  \n",
    "    df_year_salary.to_excel(writer, sheet_name='分工作年限平均薪资')\n",
    "    df_year_edulevel.to_excel(writer, sheet_name='分学历平均薪资')\n",
    "    df_industry.to_excel(writer, sheet_name='分行业平均薪资')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9326b535",
   "metadata": {
    "scrolled": true
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   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2b4f207e",
   "metadata": {
    "scrolled": true
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   "outputs": [],
   "source": []
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  {
   "cell_type": "code",
   "execution_count": null,
   "id": "70f92c9d",
   "metadata": {
    "scrolled": true
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   "outputs": [],
   "source": []
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   "cell_type": "code",
   "execution_count": null,
   "id": "981e1308",
   "metadata": {
    "scrolled": true
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   "outputs": [],
   "source": []
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